{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "777e9420-386a-4881-87c2-3209338930bc",
   "metadata": {},
   "source": [
    "## 画图类型\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html\n",
    "\n",
    "-   ‘line’ : line plot (default)\n",
    "-   ‘bar’ : vertical bar plot\n",
    "-   ‘barh’ : horizontal bar plot\n",
    "-   ‘hist’ : histogram\n",
    "-   ‘box’ : boxplot\n",
    "-   ‘kde’ : Kernel Density Estimation plot\n",
    "-   ‘density’ : same as ‘kde’\n",
    "-   ‘area’ : area plot\n",
    "-   ‘pie’ : pie plot\n",
    "-   ‘scatter’ : scatter plot (DataFrame only)\n",
    "-   ‘hexbin’ : hexbin plot (DataFrame only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "850fe7f8-322f-4d69-8a0b-05d921348ae2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:11.408561Z",
     "iopub.status.busy": "2022-09-09T02:44:11.408237Z",
     "iopub.status.idle": "2022-09-09T02:44:12.244069Z",
     "shell.execute_reply": "2022-09-09T02:44:12.243583Z",
     "shell.execute_reply.started": "2022-09-09T02:44:11.408504Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib_inline\n",
    "matplotlib_inline.backend_inline.set_matplotlib_formats('svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2f9f832-feca-4e72-9919-5303f56c3a6c",
   "metadata": {},
   "source": [
    "## area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "17f2ca88-413c-45aa-be59-230356736396",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:00:24.388968Z",
     "iopub.status.busy": "2022-09-09T03:00:24.388361Z",
     "iopub.status.idle": "2022-09-09T03:00:24.516502Z",
     "shell.execute_reply": "2022-09-09T03:00:24.516014Z",
     "shell.execute_reply.started": "2022-09-09T03:00:24.388920Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"383.1pt\" height=\"259.715937pt\" viewBox=\"0 0 383.1 259.715937\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:00:24.488894</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 259.715937 \n",
       "L 383.1 259.715937 \n",
       "L 383.1 0 \n",
       "L 0 0 \n",
       "L 0 259.715937 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 33.2875 224.64 \n",
       "L 368.0875 224.64 \n",
       "L 368.0875 7.2 \n",
       "L 33.2875 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"m0ef6260be7\" d=\"M 33.2875 -41.10756 \n",
       "L 33.2875 -35.075938 \n",
       "L 100.2475 -35.075938 \n",
       "L 167.2075 -35.075938 \n",
       "L 234.1675 -35.075938 \n",
       "L 301.1275 -35.075938 \n",
       "L 368.0875 -35.075938 \n",
       "L 368.0875 -47.139183 \n",
       "L 368.0875 -47.139183 \n",
       "L 301.1275 -55.181347 \n",
       "L 234.1675 -53.170806 \n",
       "L 167.2075 -41.10756 \n",
       "L 100.2475 -41.10756 \n",
       "L 33.2875 -41.10756 \n",
       "z\n",
       "\" style=\"stroke: #1f77b4\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p0ecd43a8ee)\">\n",
       "     <use xlink:href=\"#m0ef6260be7\" x=\"0\" y=\"259.715937\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_2\">\n",
       "    <defs>\n",
       "     <path id=\"m864252b6fb\" d=\"M 33.2875 -49.149724 \n",
       "L 33.2875 -41.10756 \n",
       "L 100.2475 -41.10756 \n",
       "L 167.2075 -41.10756 \n",
       "L 234.1675 -53.170806 \n",
       "L 301.1275 -55.181347 \n",
       "L 368.0875 -47.139183 \n",
       "L 368.0875 -73.276215 \n",
       "L 368.0875 -73.276215 \n",
       "L 301.1275 -79.307838 \n",
       "L 234.1675 -73.276215 \n",
       "L 167.2075 -53.170806 \n",
       "L 100.2475 -51.160265 \n",
       "L 33.2875 -49.149724 \n",
       "z\n",
       "\" style=\"stroke: #ff7f0e\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p0ecd43a8ee)\">\n",
       "     <use xlink:href=\"#m864252b6fb\" x=\"0\" y=\"259.715937\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_3\">\n",
       "    <defs>\n",
       "     <path id=\"m2f35cd9260\" d=\"M 33.2875 -89.360542 \n",
       "L 33.2875 -49.149724 \n",
       "L 100.2475 -51.160265 \n",
       "L 167.2075 -53.170806 \n",
       "L 234.1675 -73.276215 \n",
       "L 301.1275 -79.307838 \n",
       "L 368.0875 -73.276215 \n",
       "L 368.0875 -173.803261 \n",
       "L 368.0875 -173.803261 \n",
       "L 301.1275 -242.161652 \n",
       "L 234.1675 -197.929752 \n",
       "L 167.2075 -109.465951 \n",
       "L 100.2475 -135.602983 \n",
       "L 33.2875 -89.360542 \n",
       "z\n",
       "\" style=\"stroke: #2ca02c\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p0ecd43a8ee)\">\n",
       "     <use xlink:href=\"#m2f35cd9260\" x=\"0\" y=\"259.715937\" style=\"fill: #2ca02c; stroke: #2ca02c\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m2f58788b90\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2f58788b90\" x=\"33.2875\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- Jan -->\n",
       "      <g transform=\"translate(25.579688 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4a\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 325 \n",
       "Q 1259 -519 939 -900 \n",
       "Q 619 -1281 -91 -1281 \n",
       "L -331 -1281 \n",
       "L -331 -750 \n",
       "L -134 -750 \n",
       "Q 284 -750 456 -515 \n",
       "Q 628 -281 628 325 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n",
       "      </g>\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(20.5625 250.43625)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m0f95d27686\" d=\"M 0 0 \n",
       "L 0 2 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0f95d27686\" x=\"100.2475\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- Feb -->\n",
       "      <g transform=\"translate(91.395938 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"52.019531\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"113.542969\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0f95d27686\" x=\"167.2075\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- Mar -->\n",
       "      <g transform=\"translate(157.773906 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0f95d27686\" x=\"234.1675\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- Apr -->\n",
       "      <g transform=\"translate(225.5175 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0f95d27686\" x=\"301.1275\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- May -->\n",
       "      <g transform=\"translate(290.79 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0f95d27686\" x=\"368.0875\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- Jun -->\n",
       "      <g transform=\"translate(360.275 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"92.871094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"m7e3c466cbc\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7e3c466cbc\" x=\"33.2875\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(19.925 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7e3c466cbc\" x=\"33.2875\" y=\"184.429182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(13.5625 188.2284)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7e3c466cbc\" x=\"33.2875\" y=\"144.218363\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(13.5625 148.017582)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7e3c466cbc\" x=\"33.2875\" y=\"104.007545\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(13.5625 107.806764)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7e3c466cbc\" x=\"33.2875\" y=\"63.796727\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(13.5625 67.595946)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7e3c466cbc\" x=\"33.2875\" y=\"23.585908\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(7.2 27.385127)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 33.2875 218.608377 \n",
       "L 100.2475 218.608377 \n",
       "L 167.2075 218.608377 \n",
       "L 234.1675 206.545132 \n",
       "L 301.1275 204.534591 \n",
       "L 368.0875 212.576755 \n",
       "\" clip-path=\"url(#p0ecd43a8ee)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 33.2875 210.566214 \n",
       "L 100.2475 208.555673 \n",
       "L 167.2075 206.545132 \n",
       "L 234.1675 186.439723 \n",
       "L 301.1275 180.4081 \n",
       "L 368.0875 186.439723 \n",
       "\" clip-path=\"url(#p0ecd43a8ee)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 33.2875 170.355395 \n",
       "L 100.2475 124.112954 \n",
       "L 167.2075 150.249986 \n",
       "L 234.1675 61.786186 \n",
       "L 301.1275 17.554286 \n",
       "L 368.0875 85.912677 \n",
       "\" clip-path=\"url(#p0ecd43a8ee)\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 33.2875 224.64 \n",
       "L 33.2875 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 368.0875 224.64 \n",
       "L 368.0875 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 33.2875 224.64 \n",
       "L 368.0875 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 33.2875 7.2 \n",
       "L 368.0875 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 40.2875 59.234375 \n",
       "L 110.85625 59.234375 \n",
       "Q 112.85625 59.234375 112.85625 57.234375 \n",
       "L 112.85625 14.2 \n",
       "Q 112.85625 12.2 110.85625 12.2 \n",
       "L 40.2875 12.2 \n",
       "Q 38.2875 12.2 38.2875 14.2 \n",
       "L 38.2875 57.234375 \n",
       "Q 38.2875 59.234375 40.2875 59.234375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 42.2875 23.798438 \n",
       "L 62.2875 23.798438 \n",
       "L 62.2875 16.798438 \n",
       "L 42.2875 16.798438 \n",
       "z\n",
       "\" style=\"fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- sales -->\n",
       "     <g transform=\"translate(70.2875 23.798438)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_9\">\n",
       "     <path d=\"M 42.2875 38.476562 \n",
       "L 62.2875 38.476562 \n",
       "L 62.2875 31.476562 \n",
       "L 42.2875 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e; stroke: #ff7f0e; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- signups -->\n",
       "     <g transform=\"translate(70.2875 38.476562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"79.882812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"143.359375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"206.738281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"270.117188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"333.59375\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_10\">\n",
       "     <path d=\"M 42.2875 53.154688 \n",
       "L 62.2875 53.154688 \n",
       "L 62.2875 46.154688 \n",
       "L 42.2875 46.154688 \n",
       "z\n",
       "\" style=\"fill: #2ca02c; stroke: #2ca02c; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- visits -->\n",
       "     <g transform=\"translate(70.2875 53.154688)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"59.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"86.962891\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"139.0625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"166.845703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"206.054688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p0ecd43a8ee\">\n",
       "   <rect x=\"33.2875\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "    'sales': [3, 3, 3, 9, 10, 6],\n",
    "    'signups': [4, 5, 6, 10, 12, 13],\n",
    "    'visits': [20, 42, 28, 62, 81, 50],\n",
    "}, index=pd.date_range(start='2018/01/01', end='2018/07/01', freq='M'))\n",
    "\n",
    "ax = df.plot.area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ecadfb76-307b-4df1-aaea-97f2d1db5cc7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:00:24.517705Z",
     "iopub.status.busy": "2022-09-09T03:00:24.517550Z",
     "iopub.status.idle": "2022-09-09T03:00:24.629241Z",
     "shell.execute_reply": "2022-09-09T03:00:24.628762Z",
     "shell.execute_reply.started": "2022-09-09T03:00:24.517689Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"383.1pt\" height=\"259.715937pt\" viewBox=\"0 0 383.1 259.715937\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:00:24.602465</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 259.715937 \n",
       "L 383.1 259.715937 \n",
       "L 383.1 0 \n",
       "L 0 0 \n",
       "L 0 259.715937 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 33.2875 224.64 \n",
       "L 368.0875 224.64 \n",
       "L 368.0875 7.2 \n",
       "L 33.2875 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"m8c22a42bdb\" d=\"M 33.2875 -41.10756 \n",
       "L 33.2875 -35.075938 \n",
       "L 100.2475 -35.075938 \n",
       "L 167.2075 -35.075938 \n",
       "L 234.1675 -35.075938 \n",
       "L 301.1275 -35.075938 \n",
       "L 368.0875 -35.075938 \n",
       "L 368.0875 -47.139183 \n",
       "L 368.0875 -47.139183 \n",
       "L 301.1275 -55.181347 \n",
       "L 234.1675 -53.170806 \n",
       "L 167.2075 -41.10756 \n",
       "L 100.2475 -41.10756 \n",
       "L 33.2875 -41.10756 \n",
       "z\n",
       "\" style=\"stroke: #1f77b4\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pde86c01316)\">\n",
       "     <use xlink:href=\"#m8c22a42bdb\" x=\"0\" y=\"259.715937\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_2\">\n",
       "    <defs>\n",
       "     <path id=\"mf5a3570b9e\" d=\"M 33.2875 -49.149724 \n",
       "L 33.2875 -41.10756 \n",
       "L 100.2475 -41.10756 \n",
       "L 167.2075 -41.10756 \n",
       "L 234.1675 -53.170806 \n",
       "L 301.1275 -55.181347 \n",
       "L 368.0875 -47.139183 \n",
       "L 368.0875 -73.276215 \n",
       "L 368.0875 -73.276215 \n",
       "L 301.1275 -79.307838 \n",
       "L 234.1675 -73.276215 \n",
       "L 167.2075 -53.170806 \n",
       "L 100.2475 -51.160265 \n",
       "L 33.2875 -49.149724 \n",
       "z\n",
       "\" style=\"stroke: #ff7f0e\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pde86c01316)\">\n",
       "     <use xlink:href=\"#mf5a3570b9e\" x=\"0\" y=\"259.715937\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_3\">\n",
       "    <defs>\n",
       "     <path id=\"mcdc7fc0d97\" d=\"M 33.2875 -89.360542 \n",
       "L 33.2875 -49.149724 \n",
       "L 100.2475 -51.160265 \n",
       "L 167.2075 -53.170806 \n",
       "L 234.1675 -73.276215 \n",
       "L 301.1275 -79.307838 \n",
       "L 368.0875 -73.276215 \n",
       "L 368.0875 -173.803261 \n",
       "L 368.0875 -173.803261 \n",
       "L 301.1275 -242.161652 \n",
       "L 234.1675 -197.929752 \n",
       "L 167.2075 -109.465951 \n",
       "L 100.2475 -135.602983 \n",
       "L 33.2875 -89.360542 \n",
       "z\n",
       "\" style=\"stroke: #2ca02c\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pde86c01316)\">\n",
       "     <use xlink:href=\"#mcdc7fc0d97\" x=\"0\" y=\"259.715937\" style=\"fill: #2ca02c; stroke: #2ca02c\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"me6499de408\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#me6499de408\" x=\"33.2875\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- Jan -->\n",
       "      <g transform=\"translate(25.579688 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4a\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 325 \n",
       "Q 1259 -519 939 -900 \n",
       "Q 619 -1281 -91 -1281 \n",
       "L -331 -1281 \n",
       "L -331 -750 \n",
       "L -134 -750 \n",
       "Q 284 -750 456 -515 \n",
       "Q 628 -281 628 325 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n",
       "      </g>\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(20.5625 250.43625)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"mea24946cbc\" d=\"M 0 0 \n",
       "L 0 2 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mea24946cbc\" x=\"100.2475\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- Feb -->\n",
       "      <g transform=\"translate(91.395938 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"52.019531\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"113.542969\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mea24946cbc\" x=\"167.2075\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- Mar -->\n",
       "      <g transform=\"translate(157.773906 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mea24946cbc\" x=\"234.1675\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- Apr -->\n",
       "      <g transform=\"translate(225.5175 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mea24946cbc\" x=\"301.1275\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- May -->\n",
       "      <g transform=\"translate(290.79 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mea24946cbc\" x=\"368.0875\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- Jun -->\n",
       "      <g transform=\"translate(360.275 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"92.871094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"mc193dba171\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc193dba171\" x=\"33.2875\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(19.925 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc193dba171\" x=\"33.2875\" y=\"184.429182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(13.5625 188.2284)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc193dba171\" x=\"33.2875\" y=\"144.218363\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(13.5625 148.017582)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc193dba171\" x=\"33.2875\" y=\"104.007545\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(13.5625 107.806764)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc193dba171\" x=\"33.2875\" y=\"63.796727\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(13.5625 67.595946)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc193dba171\" x=\"33.2875\" y=\"23.585908\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(7.2 27.385127)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 33.2875 218.608377 \n",
       "L 100.2475 218.608377 \n",
       "L 167.2075 218.608377 \n",
       "L 234.1675 206.545132 \n",
       "L 301.1275 204.534591 \n",
       "L 368.0875 212.576755 \n",
       "\" clip-path=\"url(#pde86c01316)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 33.2875 210.566214 \n",
       "L 100.2475 208.555673 \n",
       "L 167.2075 206.545132 \n",
       "L 234.1675 186.439723 \n",
       "L 301.1275 180.4081 \n",
       "L 368.0875 186.439723 \n",
       "\" clip-path=\"url(#pde86c01316)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 33.2875 170.355395 \n",
       "L 100.2475 124.112954 \n",
       "L 167.2075 150.249986 \n",
       "L 234.1675 61.786186 \n",
       "L 301.1275 17.554286 \n",
       "L 368.0875 85.912677 \n",
       "\" clip-path=\"url(#pde86c01316)\" style=\"fill: none; stroke: #2ca02c; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 33.2875 224.64 \n",
       "L 33.2875 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 368.0875 224.64 \n",
       "L 368.0875 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 33.2875 224.64 \n",
       "L 368.0875 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 33.2875 7.2 \n",
       "L 368.0875 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 40.2875 59.234375 \n",
       "L 110.85625 59.234375 \n",
       "Q 112.85625 59.234375 112.85625 57.234375 \n",
       "L 112.85625 14.2 \n",
       "Q 112.85625 12.2 110.85625 12.2 \n",
       "L 40.2875 12.2 \n",
       "Q 38.2875 12.2 38.2875 14.2 \n",
       "L 38.2875 57.234375 \n",
       "Q 38.2875 59.234375 40.2875 59.234375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 42.2875 23.798438 \n",
       "L 62.2875 23.798438 \n",
       "L 62.2875 16.798438 \n",
       "L 42.2875 16.798438 \n",
       "z\n",
       "\" style=\"fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- sales -->\n",
       "     <g transform=\"translate(70.2875 23.798438)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_9\">\n",
       "     <path d=\"M 42.2875 38.476562 \n",
       "L 62.2875 38.476562 \n",
       "L 62.2875 31.476562 \n",
       "L 42.2875 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e; stroke: #ff7f0e; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- signups -->\n",
       "     <g transform=\"translate(70.2875 38.476562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"79.882812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"143.359375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"206.738281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"270.117188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"333.59375\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_10\">\n",
       "     <path d=\"M 42.2875 53.154688 \n",
       "L 62.2875 53.154688 \n",
       "L 62.2875 46.154688 \n",
       "L 42.2875 46.154688 \n",
       "z\n",
       "\" style=\"fill: #2ca02c; stroke: #2ca02c; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- visits -->\n",
       "     <g transform=\"translate(70.2875 53.154688)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"59.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"86.962891\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"139.0625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"166.845703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"206.054688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pde86c01316\">\n",
       "   <rect x=\"33.2875\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='area')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9a2c1063-1e9c-4b5d-8c69-20ae41e1bbdd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:00:25.480912Z",
     "iopub.status.busy": "2022-09-09T03:00:25.480485Z",
     "iopub.status.idle": "2022-09-09T03:00:25.614419Z",
     "shell.execute_reply": "2022-09-09T03:00:25.613953Z",
     "shell.execute_reply.started": "2022-09-09T03:00:25.480866Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"376.7375pt\" height=\"259.715937pt\" viewBox=\"0 0 376.7375 259.715937\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:00:25.584423</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 259.715937 \n",
       "L 376.7375 259.715937 \n",
       "L 376.7375 0 \n",
       "L -0 0 \n",
       "L -0 259.715937 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "L 26.925 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"me38209b97c\" d=\"M 26.925 -42.745779 \n",
       "L 26.925 -35.075938 \n",
       "L 93.885 -35.075938 \n",
       "L 160.845 -35.075938 \n",
       "L 227.805 -35.075938 \n",
       "L 294.765 -35.075938 \n",
       "L 361.725 -35.075938 \n",
       "L 361.725 -50.41562 \n",
       "L 361.725 -50.41562 \n",
       "L 294.765 -60.642075 \n",
       "L 227.805 -58.085461 \n",
       "L 160.845 -42.745779 \n",
       "L 93.885 -42.745779 \n",
       "L 26.925 -42.745779 \n",
       "z\n",
       "\" style=\"stroke: #1f77b4; stroke-opacity: 0.5\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p8139b1f9b0)\">\n",
       "     <use xlink:href=\"#me38209b97c\" x=\"0\" y=\"259.715937\" style=\"fill: #1f77b4; fill-opacity: 0.5; stroke: #1f77b4; stroke-opacity: 0.5\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_2\">\n",
       "    <defs>\n",
       "     <path id=\"m0aeff482ab\" d=\"M 26.925 -45.302393 \n",
       "L 26.925 -35.075938 \n",
       "L 93.885 -35.075938 \n",
       "L 160.845 -35.075938 \n",
       "L 227.805 -35.075938 \n",
       "L 294.765 -35.075938 \n",
       "L 361.725 -35.075938 \n",
       "L 361.725 -68.311916 \n",
       "L 361.725 -68.311916 \n",
       "L 294.765 -65.755303 \n",
       "L 227.805 -60.642075 \n",
       "L 160.845 -50.41562 \n",
       "L 93.885 -47.859006 \n",
       "L 26.925 -45.302393 \n",
       "z\n",
       "\" style=\"stroke: #ff7f0e; stroke-opacity: 0.5\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p8139b1f9b0)\">\n",
       "     <use xlink:href=\"#m0aeff482ab\" x=\"0\" y=\"259.715937\" style=\"fill: #ff7f0e; fill-opacity: 0.5; stroke: #ff7f0e; stroke-opacity: 0.5\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_3\">\n",
       "    <defs>\n",
       "     <path id=\"mbcdd8f7c9c\" d=\"M 26.925 -86.208213 \n",
       "L 26.925 -35.075938 \n",
       "L 93.885 -35.075938 \n",
       "L 160.845 -35.075938 \n",
       "L 227.805 -35.075938 \n",
       "L 294.765 -35.075938 \n",
       "L 361.725 -35.075938 \n",
       "L 361.725 -162.906625 \n",
       "L 361.725 -162.906625 \n",
       "L 294.765 -242.161652 \n",
       "L 227.805 -193.58599 \n",
       "L 160.845 -106.661123 \n",
       "L 93.885 -142.453715 \n",
       "L 26.925 -86.208213 \n",
       "z\n",
       "\" style=\"stroke: #2ca02c; stroke-opacity: 0.5\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p8139b1f9b0)\">\n",
       "     <use xlink:href=\"#mbcdd8f7c9c\" x=\"0\" y=\"259.715937\" style=\"fill: #2ca02c; fill-opacity: 0.5; stroke: #2ca02c; stroke-opacity: 0.5\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"ma17b812b2f\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma17b812b2f\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- Jan -->\n",
       "      <g transform=\"translate(19.217188 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4a\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 325 \n",
       "Q 1259 -519 939 -900 \n",
       "Q 619 -1281 -91 -1281 \n",
       "L -331 -1281 \n",
       "L -331 -750 \n",
       "L -134 -750 \n",
       "Q 284 -750 456 -515 \n",
       "Q 628 -281 628 325 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n",
       "      </g>\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(14.2 250.43625)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m5c1cc01a8f\" d=\"M 0 0 \n",
       "L 0 2 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5c1cc01a8f\" x=\"93.885\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- Feb -->\n",
       "      <g transform=\"translate(85.033438 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"52.019531\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"113.542969\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5c1cc01a8f\" x=\"160.845\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- Mar -->\n",
       "      <g transform=\"translate(151.411406 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5c1cc01a8f\" x=\"227.805\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- Apr -->\n",
       "      <g transform=\"translate(219.155 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5c1cc01a8f\" x=\"294.765\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- May -->\n",
       "      <g transform=\"translate(284.4275 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5c1cc01a8f\" x=\"361.725\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- Jun -->\n",
       "      <g transform=\"translate(353.9125 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"92.871094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"mce7905d1d9\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"199.073862\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(7.2 202.873081)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"173.507725\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 177.306944)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"147.941587\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 30 -->\n",
       "      <g transform=\"translate(7.2 151.740806)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"122.37545\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(7.2 126.174668)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"96.809312\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(7.2 100.608531)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"71.243175\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(7.2 75.042393)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"45.677037\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 70 -->\n",
       "      <g transform=\"translate(7.2 49.476256)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mce7905d1d9\" x=\"26.925\" y=\"20.110899\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(7.2 23.910118)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_16\">\n",
       "    <path d=\"M 26.925 216.970159 \n",
       "L 93.885 216.970159 \n",
       "L 160.845 216.970159 \n",
       "L 227.805 201.630476 \n",
       "L 294.765 199.073862 \n",
       "L 361.725 209.300317 \n",
       "\" clip-path=\"url(#p8139b1f9b0)\" style=\"fill: none; stroke: #1f77b4; stroke-opacity: 0.5; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_17\">\n",
       "    <path d=\"M 26.925 214.413545 \n",
       "L 93.885 211.856931 \n",
       "L 160.845 209.300317 \n",
       "L 227.805 199.073862 \n",
       "L 294.765 193.960635 \n",
       "L 361.725 191.404021 \n",
       "\" clip-path=\"url(#p8139b1f9b0)\" style=\"fill: none; stroke: #ff7f0e; stroke-opacity: 0.5; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 26.925 173.507725 \n",
       "L 93.885 117.262222 \n",
       "L 160.845 153.054815 \n",
       "L 227.805 66.129947 \n",
       "L 294.765 17.554286 \n",
       "L 361.725 96.809312 \n",
       "\" clip-path=\"url(#p8139b1f9b0)\" style=\"fill: none; stroke: #2ca02c; stroke-opacity: 0.5; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 26.925 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 7.2 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 33.925 59.234375 \n",
       "L 104.49375 59.234375 \n",
       "Q 106.49375 59.234375 106.49375 57.234375 \n",
       "L 106.49375 14.2 \n",
       "Q 106.49375 12.2 104.49375 12.2 \n",
       "L 33.925 12.2 \n",
       "Q 31.925 12.2 31.925 14.2 \n",
       "L 31.925 57.234375 \n",
       "Q 31.925 59.234375 33.925 59.234375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 35.925 23.798438 \n",
       "L 55.925 23.798438 \n",
       "L 55.925 16.798438 \n",
       "L 35.925 16.798438 \n",
       "z\n",
       "\" style=\"fill: #1f77b4; fill-opacity: 0.5; stroke: #1f77b4; stroke-opacity: 0.5; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- sales -->\n",
       "     <g transform=\"translate(63.925 23.798438)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_9\">\n",
       "     <path d=\"M 35.925 38.476562 \n",
       "L 55.925 38.476562 \n",
       "L 55.925 31.476562 \n",
       "L 35.925 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e; fill-opacity: 0.5; stroke: #ff7f0e; stroke-opacity: 0.5; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- signups -->\n",
       "     <g transform=\"translate(63.925 38.476562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"79.882812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"143.359375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"206.738281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"270.117188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"333.59375\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_10\">\n",
       "     <path d=\"M 35.925 53.154688 \n",
       "L 55.925 53.154688 \n",
       "L 55.925 46.154688 \n",
       "L 35.925 46.154688 \n",
       "z\n",
       "\" style=\"fill: #2ca02c; fill-opacity: 0.5; stroke: #2ca02c; stroke-opacity: 0.5; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_18\">\n",
       "     <!-- visits -->\n",
       "     <g transform=\"translate(63.925 53.154688)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"59.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"86.962891\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"139.0625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"166.845703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"206.054688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p8139b1f9b0\">\n",
       "   <rect x=\"26.925\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.area(stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e6f35388-c0bd-4972-a9eb-ef759aa7f558",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:00:27.390948Z",
     "iopub.status.busy": "2022-09-09T03:00:27.390476Z",
     "iopub.status.idle": "2022-09-09T03:00:27.492133Z",
     "shell.execute_reply": "2022-09-09T03:00:27.491657Z",
     "shell.execute_reply.started": "2022-09-09T03:00:27.390892Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"376.7375pt\" height=\"259.715937pt\" viewBox=\"0 0 376.7375 259.715937\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:00:27.469382</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 259.715937 \n",
       "L 376.7375 259.715937 \n",
       "L 376.7375 0 \n",
       "L -0 0 \n",
       "L -0 259.715937 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "L 26.925 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"m507e3eb676\" d=\"M 26.925 -97.201652 \n",
       "L 26.925 -35.075938 \n",
       "L 93.885 -35.075938 \n",
       "L 160.845 -35.075938 \n",
       "L 227.805 -35.075938 \n",
       "L 294.765 -35.075938 \n",
       "L 361.725 -35.075938 \n",
       "L 361.725 -159.327366 \n",
       "L 361.725 -159.327366 \n",
       "L 294.765 -242.161652 \n",
       "L 227.805 -221.45308 \n",
       "L 160.845 -97.201652 \n",
       "L 93.885 -97.201652 \n",
       "L 26.925 -97.201652 \n",
       "z\n",
       "\" style=\"stroke: #1f77b4\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p0ff86f02b0)\">\n",
       "     <use xlink:href=\"#m507e3eb676\" x=\"0\" y=\"259.715937\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mc4da4edaac\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc4da4edaac\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- Jan -->\n",
       "      <g transform=\"translate(19.217188 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4a\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 325 \n",
       "Q 1259 -519 939 -900 \n",
       "Q 619 -1281 -91 -1281 \n",
       "L -331 -1281 \n",
       "L -331 -750 \n",
       "L -134 -750 \n",
       "Q 284 -750 456 -515 \n",
       "Q 628 -281 628 325 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"90.771484\"/>\n",
       "      </g>\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(14.2 250.43625)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m38ddfc0fac\" d=\"M 0 0 \n",
       "L 0 2 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m38ddfc0fac\" x=\"93.885\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- Feb -->\n",
       "      <g transform=\"translate(85.033438 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"52.019531\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"113.542969\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m38ddfc0fac\" x=\"160.845\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- Mar -->\n",
       "      <g transform=\"translate(151.411406 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m38ddfc0fac\" x=\"227.805\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- Apr -->\n",
       "      <g transform=\"translate(219.155 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"68.408203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"131.884766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m38ddfc0fac\" x=\"294.765\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- May -->\n",
       "      <g transform=\"translate(284.4275 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"147.558594\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m38ddfc0fac\" x=\"361.725\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.6\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- Jun -->\n",
       "      <g transform=\"translate(353.9125 237.638438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4a\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-75\" x=\"29.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"92.871094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"m8b5ae4b433\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b5ae4b433\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b5ae4b433\" x=\"26.925\" y=\"183.222857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(13.5625 187.022076)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b5ae4b433\" x=\"26.925\" y=\"141.805714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(13.5625 145.604933)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b5ae4b433\" x=\"26.925\" y=\"100.388571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(13.5625 104.18779)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b5ae4b433\" x=\"26.925\" y=\"58.971429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(13.5625 62.770647)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b5ae4b433\" x=\"26.925\" y=\"17.554286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(7.2 21.353504)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 26.925 162.514286 \n",
       "L 93.885 162.514286 \n",
       "L 160.845 162.514286 \n",
       "L 227.805 38.262857 \n",
       "L 294.765 17.554286 \n",
       "L 361.725 100.388571 \n",
       "\" clip-path=\"url(#p0ff86f02b0)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 26.925 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 7.2 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 33.925 29.878125 \n",
       "L 91.403125 29.878125 \n",
       "Q 93.403125 29.878125 93.403125 27.878125 \n",
       "L 93.403125 14.2 \n",
       "Q 93.403125 12.2 91.403125 12.2 \n",
       "L 33.925 12.2 \n",
       "Q 31.925 12.2 31.925 14.2 \n",
       "L 31.925 27.878125 \n",
       "Q 31.925 29.878125 33.925 29.878125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 35.925 23.798437 \n",
       "L 55.925 23.798437 \n",
       "L 55.925 16.798437 \n",
       "L 35.925 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- sales -->\n",
       "     <g transform=\"translate(63.925 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p0ff86f02b0\">\n",
       "   <rect x=\"26.925\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.area(y='sales')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c757b407-b931-44e2-beb4-8b90f9d5dad4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:00:28.486769Z",
     "iopub.status.busy": "2022-09-09T03:00:28.486295Z",
     "iopub.status.idle": "2022-09-09T03:00:28.590407Z",
     "shell.execute_reply": "2022-09-09T03:00:28.590053Z",
     "shell.execute_reply.started": "2022-09-09T03:00:28.486719Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='signups'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"262.19625pt\" viewBox=\"0 0 368.925 262.19625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:00:28.568905</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 262.19625 \n",
       "L 368.925 262.19625 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 262.19625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "L 26.925 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"m83ee3941a8\" d=\"M 42.143182 -99.681964 \n",
       "L 42.143182 -37.55625 \n",
       "L 75.961364 -37.55625 \n",
       "L 109.779545 -37.55625 \n",
       "L 245.052273 -37.55625 \n",
       "L 312.688636 -37.55625 \n",
       "L 346.506818 -37.55625 \n",
       "L 346.506818 -161.807679 \n",
       "L 346.506818 -161.807679 \n",
       "L 312.688636 -244.641964 \n",
       "L 245.052273 -223.933393 \n",
       "L 109.779545 -99.681964 \n",
       "L 75.961364 -99.681964 \n",
       "L 42.143182 -99.681964 \n",
       "z\n",
       "\" style=\"stroke: #1f77b4\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p59a48569bf)\">\n",
       "     <use xlink:href=\"#m83ee3941a8\" x=\"0\" y=\"262.19625\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m34d0833ff3\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m34d0833ff3\" x=\"42.143182\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(38.961932 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m34d0833ff3\" x=\"109.779545\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(106.598295 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m34d0833ff3\" x=\"177.415909\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(174.234659 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m34d0833ff3\" x=\"245.052273\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(238.689773 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m34d0833ff3\" x=\"312.688636\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 12 -->\n",
       "      <g transform=\"translate(306.326136 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- signups -->\n",
       "     <g transform=\"translate(175.040625 252.916562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"79.882812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"143.359375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"206.738281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"270.117188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"333.59375\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"me048fd40f2\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#me048fd40f2\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me048fd40f2\" x=\"26.925\" y=\"183.222857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(13.5625 187.022076)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me048fd40f2\" x=\"26.925\" y=\"141.805714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(13.5625 145.604933)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me048fd40f2\" x=\"26.925\" y=\"100.388571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(13.5625 104.18779)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me048fd40f2\" x=\"26.925\" y=\"58.971429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(13.5625 62.770647)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me048fd40f2\" x=\"26.925\" y=\"17.554286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(7.2 21.353504)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_12\">\n",
       "    <path d=\"M 42.143182 162.514286 \n",
       "L 75.961364 162.514286 \n",
       "L 109.779545 162.514286 \n",
       "L 245.052273 38.262857 \n",
       "L 312.688636 17.554286 \n",
       "L 346.506818 100.388571 \n",
       "\" clip-path=\"url(#p59a48569bf)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 26.925 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 7.2 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 33.925 29.878125 \n",
       "L 91.403125 29.878125 \n",
       "Q 93.403125 29.878125 93.403125 27.878125 \n",
       "L 93.403125 14.2 \n",
       "Q 93.403125 12.2 91.403125 12.2 \n",
       "L 33.925 12.2 \n",
       "Q 31.925 12.2 31.925 14.2 \n",
       "L 31.925 27.878125 \n",
       "Q 31.925 29.878125 33.925 29.878125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 35.925 23.798437 \n",
       "L 55.925 23.798437 \n",
       "L 55.925 16.798437 \n",
       "L 35.925 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4; stroke: #1f77b4; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- sales -->\n",
       "     <g transform=\"translate(63.925 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"113.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"141.162109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"202.685547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p59a48569bf\">\n",
       "   <rect x=\"26.925\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.area(y='sales', x='signups')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "256b2703-ee75-448e-8fbf-3723659937df",
   "metadata": {},
   "source": [
    "## bar\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.bar.html\n",
    "\n",
    "A bar plot is a plot that presents categorical data with rectangular bars with lengths proportional to the values that they represent. A bar plot shows comparisons among discrete categories. One axis of the plot shows the specific categories being compared, and the other axis represents a measured value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9f51a367-8b61-4cca-8991-900346a863c8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:12.856917Z",
     "iopub.status.busy": "2022-09-09T02:44:12.856741Z",
     "iopub.status.idle": "2022-09-09T02:44:12.939384Z",
     "shell.execute_reply": "2022-09-09T02:44:12.938937Z",
     "shell.execute_reply.started": "2022-09-09T02:44:12.856896Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"262.19625pt\" viewBox=\"0 0 368.925 262.19625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:12.920438</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 262.19625 \n",
       "L 368.925 262.19625 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 262.19625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "L 26.925 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 54.825 224.64 \n",
       "L 110.625 224.64 \n",
       "L 110.625 155.611429 \n",
       "L 54.825 155.611429 \n",
       "z\n",
       "\" clip-path=\"url(#paf5f5ce70a)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 166.425 224.64 \n",
       "L 222.225 224.64 \n",
       "L 222.225 17.554286 \n",
       "L 166.425 17.554286 \n",
       "z\n",
       "\" clip-path=\"url(#paf5f5ce70a)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 278.025 224.64 \n",
       "L 333.825 224.64 \n",
       "L 333.825 86.582857 \n",
       "L 278.025 86.582857 \n",
       "z\n",
       "\" clip-path=\"url(#paf5f5ce70a)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m875805fe25\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m875805fe25\" x=\"82.725\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- A -->\n",
       "      <g transform=\"translate(79.304688 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m875805fe25\" x=\"194.325\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- B -->\n",
       "      <g transform=\"translate(190.894531 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-42\" d=\"M 1259 2228 \n",
       "L 1259 519 \n",
       "L 2272 519 \n",
       "Q 2781 519 3026 730 \n",
       "Q 3272 941 3272 1375 \n",
       "Q 3272 1813 3026 2020 \n",
       "Q 2781 2228 2272 2228 \n",
       "L 1259 2228 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2741 \n",
       "L 2194 2741 \n",
       "Q 2656 2741 2882 2914 \n",
       "Q 3109 3088 3109 3444 \n",
       "Q 3109 3797 2882 3972 \n",
       "Q 2656 4147 2194 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2241 4666 \n",
       "Q 2963 4666 3353 4366 \n",
       "Q 3744 4066 3744 3513 \n",
       "Q 3744 3084 3544 2831 \n",
       "Q 3344 2578 2956 2516 \n",
       "Q 3422 2416 3680 2098 \n",
       "Q 3938 1781 3938 1306 \n",
       "Q 3938 681 3513 340 \n",
       "Q 3088 0 2303 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-42\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m875805fe25\" x=\"305.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- C -->\n",
       "      <g transform=\"translate(302.433594 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_4\">\n",
       "     <!-- lab -->\n",
       "     <g transform=\"translate(186.697656 252.916562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-62\" x=\"89.0625\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"mdce1c5c498\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 228.439219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"190.125714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(13.5625 193.924933)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"155.611429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(7.2 159.410647)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"121.097143\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 15 -->\n",
       "      <g transform=\"translate(7.2 124.896362)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"86.582857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 90.382076)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"52.068571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(7.2 55.86779)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdce1c5c498\" x=\"26.925\" y=\"17.554286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 30 -->\n",
       "      <g transform=\"translate(7.2 21.353504)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 26.925 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 26.925 7.2 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_10\">\n",
       "     <path d=\"M 307.9 29.878125 \n",
       "L 354.725 29.878125 \n",
       "Q 356.725 29.878125 356.725 27.878125 \n",
       "L 356.725 14.2 \n",
       "Q 356.725 12.2 354.725 12.2 \n",
       "L 307.9 12.2 \n",
       "Q 305.9 12.2 305.9 14.2 \n",
       "L 305.9 27.878125 \n",
       "Q 305.9 29.878125 307.9 29.878125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_11\">\n",
       "     <path d=\"M 309.9 23.798437 \n",
       "L 329.9 23.798437 \n",
       "L 329.9 16.798437 \n",
       "L 309.9 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_12\">\n",
       "     <!-- val -->\n",
       "     <g transform=\"translate(337.9 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-76\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"59.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"120.458984\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"paf5f5ce70a\">\n",
       "   <rect x=\"26.925\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame({'lab':['A', 'B', 'C'], 'val':[10, 30, 20]})\n",
    "ax = df.plot.bar(x='lab', y='val', rot=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dec4bf9e-b07f-466a-b373-5dcaa82f38f1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:12.940143Z",
     "iopub.status.busy": "2022-09-09T02:44:12.940015Z",
     "iopub.status.idle": "2022-09-09T02:44:13.012092Z",
     "shell.execute_reply": "2022-09-09T02:44:13.011690Z",
     "shell.execute_reply.started": "2022-09-09T02:44:12.940127Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"245.2025pt\" viewBox=\"0 0 368.925 245.2025\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:12.996397</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 245.2025 \n",
       "L 368.925 245.2025 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 245.2025 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "L 26.925 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 54.825 224.64 \n",
       "L 110.625 224.64 \n",
       "L 110.625 155.611429 \n",
       "L 54.825 155.611429 \n",
       "z\n",
       "\" clip-path=\"url(#pfac3f56f88)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 166.425 224.64 \n",
       "L 222.225 224.64 \n",
       "L 222.225 17.554286 \n",
       "L 166.425 17.554286 \n",
       "z\n",
       "\" clip-path=\"url(#pfac3f56f88)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 278.025 224.64 \n",
       "L 333.825 224.64 \n",
       "L 333.825 86.582857 \n",
       "L 278.025 86.582857 \n",
       "z\n",
       "\" clip-path=\"url(#pfac3f56f88)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m2b83af3871\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2b83af3871\" x=\"82.725\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(85.484375 238.0025)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2b83af3871\" x=\"194.325\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1 -->\n",
       "      <g transform=\"translate(197.084375 238.0025)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m2b83af3871\" x=\"305.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(308.684375 238.0025)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"m0617ebf505\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"190.125714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(13.5625 193.924933)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"155.611429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(7.2 159.410647)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"121.097143\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 15 -->\n",
       "      <g transform=\"translate(7.2 124.896362)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"86.582857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 90.382076)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"52.068571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(7.2 55.86779)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0617ebf505\" x=\"26.925\" y=\"17.554286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 30 -->\n",
       "      <g transform=\"translate(7.2 21.353504)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 26.925 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 26.925 7.2 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pfac3f56f88\">\n",
       "   <rect x=\"26.925\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['val'].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e311b713-ce32-4b47-8864-faed886c8cc6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.013083Z",
     "iopub.status.busy": "2022-09-09T02:44:13.012891Z",
     "iopub.status.idle": "2022-09-09T02:44:13.021270Z",
     "shell.execute_reply": "2022-09-09T02:44:13.020933Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.013067Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>speed</th>\n",
       "      <th>lifespan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>snail</th>\n",
       "      <td>0.1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pig</th>\n",
       "      <td>17.5</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>elephant</th>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rabbit</th>\n",
       "      <td>48.0</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>giraffe</th>\n",
       "      <td>52.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coyote</th>\n",
       "      <td>69.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horse</th>\n",
       "      <td>88.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          speed  lifespan\n",
       "snail       0.1       2.0\n",
       "pig        17.5       8.0\n",
       "elephant   40.0      70.0\n",
       "rabbit     48.0       1.5\n",
       "giraffe    52.0      25.0\n",
       "coyote     69.0      12.0\n",
       "horse      88.0      28.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speed = [0.1, 17.5, 40, 48, 52, 69, 88]\n",
    "lifespan = [2, 8, 70, 1.5, 25, 12, 28]\n",
    "index = ['snail', 'pig', 'elephant','rabbit', 'giraffe', 'coyote', 'horse']\n",
    "\n",
    "df = pd.DataFrame({'speed': speed,'lifespan': lifespan}, index=index)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8473a672-4c8a-48fa-a86f-e0eaba122891",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.022008Z",
     "iopub.status.busy": "2022-09-09T02:44:13.021850Z",
     "iopub.status.idle": "2022-09-09T02:44:13.198122Z",
     "shell.execute_reply": "2022-09-09T02:44:13.197662Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.021988Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"248.518125pt\" viewBox=\"0 0 368.925 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:13.171295</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 248.518125 \n",
       "L 368.925 248.518125 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "L 26.925 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 38.882143 224.64 \n",
       "L 50.839286 224.64 \n",
       "L 50.839286 224.404675 \n",
       "L 38.882143 224.404675 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 86.710714 224.64 \n",
       "L 98.667857 224.64 \n",
       "L 98.667857 183.458182 \n",
       "L 86.710714 183.458182 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 134.539286 224.64 \n",
       "L 146.496429 224.64 \n",
       "L 146.496429 130.51013 \n",
       "L 134.539286 130.51013 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 182.367857 224.64 \n",
       "L 194.325 224.64 \n",
       "L 194.325 111.684156 \n",
       "L 182.367857 111.684156 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 230.196429 224.64 \n",
       "L 242.153571 224.64 \n",
       "L 242.153571 102.271169 \n",
       "L 230.196429 102.271169 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 278.025 224.64 \n",
       "L 289.982143 224.64 \n",
       "L 289.982143 62.265974 \n",
       "L 278.025 62.265974 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 325.853571 224.64 \n",
       "L 337.810714 224.64 \n",
       "L 337.810714 17.554286 \n",
       "L 325.853571 17.554286 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 50.839286 224.64 \n",
       "L 62.796429 224.64 \n",
       "L 62.796429 219.933506 \n",
       "L 50.839286 219.933506 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 98.667857 224.64 \n",
       "L 110.625 224.64 \n",
       "L 110.625 205.814026 \n",
       "L 98.667857 205.814026 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 146.496429 224.64 \n",
       "L 158.453571 224.64 \n",
       "L 158.453571 59.912727 \n",
       "L 146.496429 59.912727 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 194.325 224.64 \n",
       "L 206.282143 224.64 \n",
       "L 206.282143 221.11013 \n",
       "L 194.325 221.11013 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 242.153571 224.64 \n",
       "L 254.110714 224.64 \n",
       "L 254.110714 165.808831 \n",
       "L 242.153571 165.808831 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 289.982143 224.64 \n",
       "L 301.939286 224.64 \n",
       "L 301.939286 196.401039 \n",
       "L 289.982143 196.401039 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 337.810714 224.64 \n",
       "L 349.767857 224.64 \n",
       "L 349.767857 158.749091 \n",
       "L 337.810714 158.749091 \n",
       "z\n",
       "\" clip-path=\"url(#p1e20e1c32e)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m081345acca\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"50.839286\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- snail -->\n",
       "      <g transform=\"translate(39.223661 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"115.478516\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"176.757812\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"204.541016\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"98.667857\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- pig -->\n",
       "      <g transform=\"translate(90.930357 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"146.496429\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- elephant -->\n",
       "      <g transform=\"translate(124.418304 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"61.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"89.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"150.830078\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-68\" x=\"214.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"277.685547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"338.964844\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"402.34375\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"194.325\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- rabbit -->\n",
       "      <g transform=\"translate(179.507813 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"102.392578\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"165.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"229.345703\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"257.128906\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"242.153571\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- giraffe -->\n",
       "      <g transform=\"translate(225.873884 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-67\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"91.259766\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"132.373047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"193.652344\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"228.857422\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"264.0625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"289.982143\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- coyote -->\n",
       "      <g transform=\"translate(273.11808 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"116.162109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"175.341797\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"236.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"275.732422\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m081345acca\" x=\"337.810714\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- horse -->\n",
       "      <g transform=\"translate(323.845871 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"mb0ade8bc51\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb0ade8bc51\" x=\"26.925\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 228.439219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb0ade8bc51\" x=\"26.925\" y=\"177.575065\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 181.374284)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb0ade8bc51\" x=\"26.925\" y=\"130.51013\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(7.2 134.309349)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb0ade8bc51\" x=\"26.925\" y=\"83.445195\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(7.2 87.244414)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb0ade8bc51\" x=\"26.925\" y=\"36.38026\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(7.2 40.179478)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 26.925 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 361.725 224.64 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 26.925 224.64 \n",
       "L 361.725 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 26.925 7.2 \n",
       "L 361.725 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_21\">\n",
       "     <path d=\"M 33.925 44.55625 \n",
       "L 105.178125 44.55625 \n",
       "Q 107.178125 44.55625 107.178125 42.55625 \n",
       "L 107.178125 14.2 \n",
       "Q 107.178125 12.2 105.178125 12.2 \n",
       "L 33.925 12.2 \n",
       "Q 31.925 12.2 31.925 14.2 \n",
       "L 31.925 42.55625 \n",
       "Q 31.925 44.55625 33.925 44.55625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_22\">\n",
       "     <path d=\"M 35.925 23.798437 \n",
       "L 55.925 23.798437 \n",
       "L 55.925 16.798437 \n",
       "L 35.925 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(63.925 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_23\">\n",
       "     <path d=\"M 35.925 38.476562 \n",
       "L 55.925 38.476562 \n",
       "L 55.925 31.476562 \n",
       "L 35.925 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(63.925 38.476562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p1e20e1c32e\">\n",
       "   <rect x=\"26.925\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar(rot=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dca2c562-9047-4bc9-b810-1369974103c5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.198953Z",
     "iopub.status.busy": "2022-09-09T02:44:13.198763Z",
     "iopub.status.idle": "2022-09-09T02:44:13.316474Z",
     "shell.execute_reply": "2022-09-09T02:44:13.316024Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.198936Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"375.2875pt\" height=\"283.58207pt\" viewBox=\"0 0 375.2875 283.58207\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:13.288038</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 283.58207 \n",
       "L 375.2875 283.58207 \n",
       "L 375.2875 0 \n",
       "L 0 0 \n",
       "L 0 283.58207 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 33.2875 225.22582 \n",
       "L 368.0875 225.22582 \n",
       "L 368.0875 7.78582 \n",
       "L 33.2875 7.78582 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 45.244643 225.22582 \n",
       "L 69.158929 225.22582 \n",
       "L 69.158929 225.047298 \n",
       "L 45.244643 225.047298 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 93.073214 225.22582 \n",
       "L 116.9875 225.22582 \n",
       "L 116.9875 193.98444 \n",
       "L 93.073214 193.98444 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 140.901786 225.22582 \n",
       "L 164.816071 225.22582 \n",
       "L 164.816071 153.816953 \n",
       "L 140.901786 153.816953 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 188.730357 225.22582 \n",
       "L 212.644643 225.22582 \n",
       "L 212.644643 139.535179 \n",
       "L 188.730357 139.535179 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 236.558929 225.22582 \n",
       "L 260.473214 225.22582 \n",
       "L 260.473214 132.394293 \n",
       "L 236.558929 132.394293 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 284.3875 225.22582 \n",
       "L 308.301786 225.22582 \n",
       "L 308.301786 102.045524 \n",
       "L 284.3875 102.045524 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 332.216071 225.22582 \n",
       "L 356.130357 225.22582 \n",
       "L 356.130357 68.126312 \n",
       "L 332.216071 68.126312 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 45.244643 225.047298 \n",
       "L 69.158929 225.047298 \n",
       "L 69.158929 221.476854 \n",
       "L 45.244643 221.476854 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 93.073214 193.98444 \n",
       "L 116.9875 193.98444 \n",
       "L 116.9875 179.702667 \n",
       "L 93.073214 179.702667 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 140.901786 153.816953 \n",
       "L 164.816071 153.816953 \n",
       "L 164.816071 28.851435 \n",
       "L 140.901786 28.851435 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 188.730357 139.535179 \n",
       "L 212.644643 139.535179 \n",
       "L 212.644643 136.857347 \n",
       "L 188.730357 136.857347 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 236.558929 132.394293 \n",
       "L 260.473214 132.394293 \n",
       "L 260.473214 87.763751 \n",
       "L 236.558929 87.763751 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 284.3875 102.045524 \n",
       "L 308.301786 102.045524 \n",
       "L 308.301786 80.622864 \n",
       "L 284.3875 80.622864 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 332.216071 68.126312 \n",
       "L 356.130357 68.126312 \n",
       "L 356.130357 18.140105 \n",
       "L 332.216071 18.140105 \n",
       "z\n",
       "\" clip-path=\"url(#p53307e5e01)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m521841348d\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"57.201786\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- snail -->\n",
       "      <g transform=\"translate(59.961161 255.45707)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"115.478516\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"176.757812\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"204.541016\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"105.030357\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- pig -->\n",
       "      <g transform=\"translate(107.789732 247.70082)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"152.858929\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- elephant -->\n",
       "      <g transform=\"translate(155.618304 276.38207)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"61.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"89.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"150.830078\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-68\" x=\"214.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"277.685547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"338.964844\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"402.34375\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"200.6875\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- rabbit -->\n",
       "      <g transform=\"translate(203.446875 261.860195)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"102.392578\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"165.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"229.345703\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"257.128906\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"248.516071\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- giraffe -->\n",
       "      <g transform=\"translate(251.275446 264.785195)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-67\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"91.259766\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"132.373047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"193.652344\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"228.857422\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"264.0625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"296.344643\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- coyote -->\n",
       "      <g transform=\"translate(299.104018 265.953945)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"116.162109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"175.341797\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"236.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"275.732422\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m521841348d\" x=\"344.173214\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- horse -->\n",
       "      <g transform=\"translate(346.932589 260.155507)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"m77f4b2d4cc\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"225.22582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(19.925 229.025038)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"189.521386\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(13.5625 193.320605)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"153.816953\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(13.5625 157.616171)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"118.112519\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(13.5625 121.911738)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"82.408086\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(13.5625 86.207304)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"46.703652\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(7.2 50.502871)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m77f4b2d4cc\" x=\"33.2875\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 120 -->\n",
       "      <g transform=\"translate(7.2 14.798438)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 33.2875 225.22582 \n",
       "L 33.2875 7.78582 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 368.0875 225.22582 \n",
       "L 368.0875 7.78582 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 33.2875 225.22582 \n",
       "L 368.0875 225.22582 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 33.2875 7.78582 \n",
       "L 368.0875 7.78582 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_21\">\n",
       "     <path d=\"M 40.2875 45.14207 \n",
       "L 111.540625 45.14207 \n",
       "Q 113.540625 45.14207 113.540625 43.14207 \n",
       "L 113.540625 14.78582 \n",
       "Q 113.540625 12.78582 111.540625 12.78582 \n",
       "L 40.2875 12.78582 \n",
       "Q 38.2875 12.78582 38.2875 14.78582 \n",
       "L 38.2875 43.14207 \n",
       "Q 38.2875 45.14207 40.2875 45.14207 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_22\">\n",
       "     <path d=\"M 42.2875 24.384257 \n",
       "L 62.2875 24.384257 \n",
       "L 62.2875 17.384257 \n",
       "L 42.2875 17.384257 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(70.2875 24.384257)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_23\">\n",
       "     <path d=\"M 42.2875 39.062382 \n",
       "L 62.2875 39.062382 \n",
       "L 62.2875 32.062382 \n",
       "L 42.2875 32.062382 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(70.2875 39.062382)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p53307e5e01\">\n",
       "   <rect x=\"33.2875\" y=\"7.78582\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar(stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "955cb86f-67d6-417b-ba8e-70e3828b90fd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.317252Z",
     "iopub.status.busy": "2022-09-09T02:44:13.317121Z",
     "iopub.status.idle": "2022-09-09T02:44:13.504428Z",
     "shell.execute_reply": "2022-09-09T02:44:13.504067Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.317236Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fef727ecf40>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"263.63625pt\" viewBox=\"0 0 368.925 263.63625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:13.467178</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 263.63625 \n",
       "L 368.925 263.63625 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 263.63625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 121.154489 \n",
       "L 361.725 121.154489 \n",
       "L 361.725 22.318125 \n",
       "L 26.925 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 38.882143 121.154489 \n",
       "L 62.796429 121.154489 \n",
       "L 62.796429 121.047523 \n",
       "L 38.882143 121.047523 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 86.710714 121.154489 \n",
       "L 110.625 121.154489 \n",
       "L 110.625 102.43548 \n",
       "L 86.710714 102.43548 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 134.539286 121.154489 \n",
       "L 158.453571 121.154489 \n",
       "L 158.453571 78.368184 \n",
       "L 134.539286 78.368184 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 182.367857 121.154489 \n",
       "L 206.282143 121.154489 \n",
       "L 206.282143 69.810923 \n",
       "L 182.367857 69.810923 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 230.196429 121.154489 \n",
       "L 254.110714 121.154489 \n",
       "L 254.110714 65.532293 \n",
       "L 230.196429 65.532293 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 278.025 121.154489 \n",
       "L 301.939286 121.154489 \n",
       "L 301.939286 47.348113 \n",
       "L 278.025 47.348113 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 325.853571 121.154489 \n",
       "L 349.767857 121.154489 \n",
       "L 349.767857 27.024619 \n",
       "L 325.853571 27.024619 \n",
       "z\n",
       "\" clip-path=\"url(#p2ddb1eae34)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mbcbbb853d8\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"50.839286\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"98.667857\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"146.496429\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"194.325\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"242.153571\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"289.982143\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"337.810714\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"mc5906889aa\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 124.953707)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"94.413048\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(7.2 98.212267)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"67.671608\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(7.2 71.470827)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"40.930168\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 75 -->\n",
       "      <g transform=\"translate(7.2 44.729386)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 26.925 121.154489 \n",
       "L 26.925 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 361.725 121.154489 \n",
       "L 361.725 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 26.925 121.154489 \n",
       "L 361.725 121.154489 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 26.925 22.318125 \n",
       "L 361.725 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_5\">\n",
       "    <!-- speed -->\n",
       "    <g transform=\"translate(176.1975 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_14\">\n",
       "     <path d=\"M 33.925 44.99625 \n",
       "L 96.1375 44.99625 \n",
       "Q 98.1375 44.99625 98.1375 42.99625 \n",
       "L 98.1375 29.318125 \n",
       "Q 98.1375 27.318125 96.1375 27.318125 \n",
       "L 33.925 27.318125 \n",
       "Q 31.925 27.318125 31.925 29.318125 \n",
       "L 31.925 42.99625 \n",
       "Q 31.925 44.99625 33.925 44.99625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_15\">\n",
       "     <path d=\"M 35.925 38.916562 \n",
       "L 55.925 38.916562 \n",
       "L 55.925 31.916562 \n",
       "L 35.925 31.916562 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(63.925 38.916562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 361.725 239.758125 \n",
       "L 361.725 140.921761 \n",
       "L 26.925 140.921761 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 38.882143 239.758125 \n",
       "L 62.796429 239.758125 \n",
       "L 62.796429 237.0687 \n",
       "L 38.882143 237.0687 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 86.710714 239.758125 \n",
       "L 110.625 239.758125 \n",
       "L 110.625 229.000426 \n",
       "L 86.710714 229.000426 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 134.539286 239.758125 \n",
       "L 158.453571 239.758125 \n",
       "L 158.453571 145.628255 \n",
       "L 134.539286 145.628255 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 182.367857 239.758125 \n",
       "L 206.282143 239.758125 \n",
       "L 206.282143 237.741056 \n",
       "L 182.367857 237.741056 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 230.196429 239.758125 \n",
       "L 254.110714 239.758125 \n",
       "L 254.110714 206.140314 \n",
       "L 230.196429 206.140314 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 278.025 239.758125 \n",
       "L 301.939286 239.758125 \n",
       "L 301.939286 223.621576 \n",
       "L 278.025 223.621576 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 325.853571 239.758125 \n",
       "L 349.767857 239.758125 \n",
       "L 349.767857 202.106177 \n",
       "L 325.853571 202.106177 \n",
       "z\n",
       "\" clip-path=\"url(#pb45dcb4c4b)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"50.839286\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- snail -->\n",
       "      <g transform=\"translate(39.223661 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"115.478516\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"176.757812\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"204.541016\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"98.667857\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- pig -->\n",
       "      <g transform=\"translate(90.930357 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"146.496429\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- elephant -->\n",
       "      <g transform=\"translate(124.418304 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"61.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"89.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"150.830078\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-68\" x=\"214.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"277.685547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"338.964844\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"402.34375\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"194.325\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- rabbit -->\n",
       "      <g transform=\"translate(179.507813 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"102.392578\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"165.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"229.345703\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"257.128906\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"242.153571\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- giraffe -->\n",
       "      <g transform=\"translate(225.873884 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-67\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"91.259766\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"132.373047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"193.652344\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"228.857422\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"264.0625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"289.982143\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- coyote -->\n",
       "      <g transform=\"translate(273.11808 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"116.162109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"175.341797\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"236.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"275.732422\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbcbbb853d8\" x=\"337.810714\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- horse -->\n",
       "      <g transform=\"translate(323.845871 254.356562)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 243.557344)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"212.863876\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 216.663095)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"185.969628\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(7.2 189.768847)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc5906889aa\" x=\"26.925\" y=\"159.075379\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(7.2 162.874598)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 26.925 140.921761 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 361.725 239.758125 \n",
       "L 361.725 140.921761 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 361.725 239.758125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 26.925 140.921761 \n",
       "L 361.725 140.921761 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_18\">\n",
       "    <!-- lifespan -->\n",
       "    <g transform=\"translate(170.773125 134.921761)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_2\">\n",
       "    <g id=\"patch_28\">\n",
       "     <path d=\"M 33.925 163.599886 \n",
       "L 105.178125 163.599886 \n",
       "Q 107.178125 163.599886 107.178125 161.599886 \n",
       "L 107.178125 147.921761 \n",
       "Q 107.178125 145.921761 105.178125 145.921761 \n",
       "L 33.925 145.921761 \n",
       "Q 31.925 145.921761 31.925 147.921761 \n",
       "L 31.925 161.599886 \n",
       "Q 31.925 163.599886 33.925 163.599886 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_29\">\n",
       "     <path d=\"M 35.925 157.520199 \n",
       "L 55.925 157.520199 \n",
       "L 55.925 150.520199 \n",
       "L 35.925 150.520199 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(63.925 157.520199)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p2ddb1eae34\">\n",
       "   <rect x=\"26.925\" y=\"22.318125\" width=\"334.8\" height=\"98.836364\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pb45dcb4c4b\">\n",
       "   <rect x=\"26.925\" y=\"140.921761\" width=\"334.8\" height=\"98.836364\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes = df.plot.bar(rot=0, subplots=True)\n",
    "\n",
    "axes[0].legend(loc=2)\n",
    "axes[1].legend(loc=2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5ac0443b-2ae7-4e25-821e-bfd50238180b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.505303Z",
     "iopub.status.busy": "2022-09-09T02:44:13.505058Z",
     "iopub.status.idle": "2022-09-09T02:44:13.690952Z",
     "shell.execute_reply": "2022-09-09T02:44:13.690527Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.505280Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"263.63625pt\" viewBox=\"0 0 368.925 263.63625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:13.651919</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 263.63625 \n",
       "L 368.925 263.63625 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 263.63625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 121.154489 \n",
       "L 361.725 121.154489 \n",
       "L 361.725 22.318125 \n",
       "L 26.925 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 38.882143 121.154489 \n",
       "L 62.796429 121.154489 \n",
       "L 62.796429 121.047523 \n",
       "L 38.882143 121.047523 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 86.710714 121.154489 \n",
       "L 110.625 121.154489 \n",
       "L 110.625 102.43548 \n",
       "L 86.710714 102.43548 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 134.539286 121.154489 \n",
       "L 158.453571 121.154489 \n",
       "L 158.453571 78.368184 \n",
       "L 134.539286 78.368184 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 182.367857 121.154489 \n",
       "L 206.282143 121.154489 \n",
       "L 206.282143 69.810923 \n",
       "L 182.367857 69.810923 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 230.196429 121.154489 \n",
       "L 254.110714 121.154489 \n",
       "L 254.110714 65.532293 \n",
       "L 230.196429 65.532293 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 278.025 121.154489 \n",
       "L 301.939286 121.154489 \n",
       "L 301.939286 47.348113 \n",
       "L 278.025 47.348113 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 325.853571 121.154489 \n",
       "L 349.767857 121.154489 \n",
       "L 349.767857 27.024619 \n",
       "L 325.853571 27.024619 \n",
       "z\n",
       "\" clip-path=\"url(#p9e571b3d79)\" style=\"fill: #ff0000\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mc75ab21cfd\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"50.839286\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"98.667857\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"146.496429\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"194.325\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"242.153571\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"289.982143\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"337.810714\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"m15a7bc6a44\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"121.154489\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 124.953707)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"94.413048\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(7.2 98.212267)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"67.671608\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(7.2 71.470827)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"40.930168\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 75 -->\n",
       "      <g transform=\"translate(7.2 44.729386)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 26.925 121.154489 \n",
       "L 26.925 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 361.725 121.154489 \n",
       "L 361.725 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 26.925 121.154489 \n",
       "L 361.725 121.154489 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 26.925 22.318125 \n",
       "L 361.725 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_5\">\n",
       "    <!-- speed -->\n",
       "    <g transform=\"translate(176.1975 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_14\">\n",
       "     <path d=\"M 33.925 44.99625 \n",
       "L 96.1375 44.99625 \n",
       "Q 98.1375 44.99625 98.1375 42.99625 \n",
       "L 98.1375 29.318125 \n",
       "Q 98.1375 27.318125 96.1375 27.318125 \n",
       "L 33.925 27.318125 \n",
       "Q 31.925 27.318125 31.925 29.318125 \n",
       "L 31.925 42.99625 \n",
       "Q 31.925 44.99625 33.925 44.99625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_15\">\n",
       "     <path d=\"M 35.925 38.916562 \n",
       "L 55.925 38.916562 \n",
       "L 55.925 31.916562 \n",
       "L 35.925 31.916562 \n",
       "z\n",
       "\" style=\"fill: #ff0000\"/>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(63.925 38.916562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 361.725 239.758125 \n",
       "L 361.725 140.921761 \n",
       "L 26.925 140.921761 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 38.882143 239.758125 \n",
       "L 62.796429 239.758125 \n",
       "L 62.796429 237.0687 \n",
       "L 38.882143 237.0687 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 86.710714 239.758125 \n",
       "L 110.625 239.758125 \n",
       "L 110.625 229.000426 \n",
       "L 86.710714 229.000426 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 134.539286 239.758125 \n",
       "L 158.453571 239.758125 \n",
       "L 158.453571 145.628255 \n",
       "L 134.539286 145.628255 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 182.367857 239.758125 \n",
       "L 206.282143 239.758125 \n",
       "L 206.282143 237.741056 \n",
       "L 182.367857 237.741056 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 230.196429 239.758125 \n",
       "L 254.110714 239.758125 \n",
       "L 254.110714 206.140314 \n",
       "L 230.196429 206.140314 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 278.025 239.758125 \n",
       "L 301.939286 239.758125 \n",
       "L 301.939286 223.621576 \n",
       "L 278.025 223.621576 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 325.853571 239.758125 \n",
       "L 349.767857 239.758125 \n",
       "L 349.767857 202.106177 \n",
       "L 325.853571 202.106177 \n",
       "z\n",
       "\" clip-path=\"url(#p2d92b73925)\" style=\"fill: #008000\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"50.839286\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- snail -->\n",
       "      <g transform=\"translate(39.223661 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"115.478516\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"176.757812\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"204.541016\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"98.667857\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- pig -->\n",
       "      <g transform=\"translate(90.930357 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"146.496429\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- elephant -->\n",
       "      <g transform=\"translate(124.418304 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"61.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"89.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"150.830078\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-68\" x=\"214.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"277.685547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"338.964844\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"402.34375\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"194.325\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- rabbit -->\n",
       "      <g transform=\"translate(179.507813 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"102.392578\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"165.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"229.345703\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"257.128906\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"242.153571\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- giraffe -->\n",
       "      <g transform=\"translate(225.873884 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-67\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"91.259766\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"132.373047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"193.652344\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"228.857422\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"264.0625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"289.982143\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- coyote -->\n",
       "      <g transform=\"translate(273.11808 254.356562)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"116.162109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"175.341797\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"236.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"275.732422\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc75ab21cfd\" x=\"337.810714\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- horse -->\n",
       "      <g transform=\"translate(323.845871 254.356562)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(13.5625 243.557344)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"212.863876\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 216.663095)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"185.969628\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(7.2 189.768847)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m15a7bc6a44\" x=\"26.925\" y=\"159.075379\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(7.2 162.874598)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 26.925 140.921761 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 361.725 239.758125 \n",
       "L 361.725 140.921761 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 361.725 239.758125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 26.925 140.921761 \n",
       "L 361.725 140.921761 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_18\">\n",
       "    <!-- lifespan -->\n",
       "    <g transform=\"translate(170.773125 134.921761)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_2\">\n",
       "    <g id=\"patch_28\">\n",
       "     <path d=\"M 283.471875 163.599886 \n",
       "L 354.725 163.599886 \n",
       "Q 356.725 163.599886 356.725 161.599886 \n",
       "L 356.725 147.921761 \n",
       "Q 356.725 145.921761 354.725 145.921761 \n",
       "L 283.471875 145.921761 \n",
       "Q 281.471875 145.921761 281.471875 147.921761 \n",
       "L 281.471875 161.599886 \n",
       "Q 281.471875 163.599886 283.471875 163.599886 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_29\">\n",
       "     <path d=\"M 285.471875 157.520199 \n",
       "L 305.471875 157.520199 \n",
       "L 305.471875 150.520199 \n",
       "L 285.471875 150.520199 \n",
       "z\n",
       "\" style=\"fill: #008000\"/>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(313.471875 157.520199)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p9e571b3d79\">\n",
       "   <rect x=\"26.925\" y=\"22.318125\" width=\"334.8\" height=\"98.836364\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2d92b73925\">\n",
       "   <rect x=\"26.925\" y=\"140.921761\" width=\"334.8\" height=\"98.836364\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "axes = df.plot.bar(\n",
    "    rot=0, subplots=True, color={\"speed\": \"red\", \"lifespan\": \"green\"}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53198fd8-1a77-483a-8f36-38866c9f3f43",
   "metadata": {},
   "source": [
    "## barh\n",
    "\n",
    "A horizontal bar plot is a plot that presents quantitative data with rectangular bars with lengths proportional to the values that they represent. A bar plot shows comparisons among discrete categories. One axis of the plot shows the specific categories being compared, and the other axis represents a measured value.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.barh.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4a7d1bb8-5fa1-46e9-af0b-3b14f18878ad",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.691854Z",
     "iopub.status.busy": "2022-09-09T02:44:13.691614Z",
     "iopub.status.idle": "2022-09-09T02:44:13.699544Z",
     "shell.execute_reply": "2022-09-09T02:44:13.699135Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.691838Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>speed</th>\n",
       "      <th>lifespan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>snail</th>\n",
       "      <td>0.1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pig</th>\n",
       "      <td>17.5</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>elephant</th>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rabbit</th>\n",
       "      <td>48.0</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>giraffe</th>\n",
       "      <td>52.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coyote</th>\n",
       "      <td>69.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horse</th>\n",
       "      <td>88.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          speed  lifespan\n",
       "snail       0.1       2.0\n",
       "pig        17.5       8.0\n",
       "elephant   40.0      70.0\n",
       "rabbit     48.0       1.5\n",
       "giraffe    52.0      25.0\n",
       "coyote     69.0      12.0\n",
       "horse      88.0      28.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speed = [0.1, 17.5, 40, 48, 52, 69, 88]\n",
    "lifespan = [2, 8, 70, 1.5, 25, 12, 28]\n",
    "index = ['snail', 'pig', 'elephant','rabbit', 'giraffe', 'coyote', 'horse']\n",
    "\n",
    "df = pd.DataFrame({'speed': speed,'lifespan': lifespan}, index=index)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9b1ee3f7-bb72-4775-b1a2-3c9f9cc6943a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.700260Z",
     "iopub.status.busy": "2022-09-09T02:44:13.700141Z",
     "iopub.status.idle": "2022-09-09T02:44:13.874860Z",
     "shell.execute_reply": "2022-09-09T02:44:13.874506Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.700246Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='lifespan'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"392.14375pt\" height=\"248.518125pt\" viewBox=\"0 0 392.14375 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:13.852348</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 392.14375 248.518125 \n",
       "L 392.14375 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 384.94375 224.64 \n",
       "L 384.94375 7.2 \n",
       "L 50.14375 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 50.14375 216.874286 \n",
       "L 50.506088 216.874286 \n",
       "L 50.506088 201.342857 \n",
       "L 50.14375 201.342857 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 50.14375 185.811429 \n",
       "L 113.552841 185.811429 \n",
       "L 113.552841 170.28 \n",
       "L 50.14375 170.28 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 50.14375 154.748571 \n",
       "L 195.078815 154.748571 \n",
       "L 195.078815 139.217143 \n",
       "L 50.14375 139.217143 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 50.14375 123.685714 \n",
       "L 224.065828 123.685714 \n",
       "L 224.065828 108.154286 \n",
       "L 50.14375 108.154286 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 50.14375 92.622857 \n",
       "L 238.559334 92.622857 \n",
       "L 238.559334 77.091429 \n",
       "L 50.14375 77.091429 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 50.14375 61.56 \n",
       "L 300.156737 61.56 \n",
       "L 300.156737 46.028571 \n",
       "L 50.14375 46.028571 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 50.14375 30.497143 \n",
       "L 369.000893 30.497143 \n",
       "L 369.000893 14.965714 \n",
       "L 50.14375 14.965714 \n",
       "z\n",
       "\" clip-path=\"url(#p182e93b9c6)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m1ea91f6dd9\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1ea91f6dd9\" x=\"50.14375\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(46.9625 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1ea91f6dd9\" x=\"122.611282\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(116.248782 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1ea91f6dd9\" x=\"195.078815\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(188.716315 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1ea91f6dd9\" x=\"267.546347\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(261.183847 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m1ea91f6dd9\" x=\"340.01388\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(333.65138 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"md14db969c4\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"209.108571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2.0 -->\n",
       "      <g transform=\"translate(27.240625 212.90779)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"178.045714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 8.0 -->\n",
       "      <g transform=\"translate(27.240625 181.844933)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"146.982857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 70.0 -->\n",
       "      <g transform=\"translate(20.878125 150.782076)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 1.5 -->\n",
       "      <g transform=\"translate(27.240625 119.719219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"84.857143\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 25.0 -->\n",
       "      <g transform=\"translate(20.878125 88.656362)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"53.794286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 12.0 -->\n",
       "      <g transform=\"translate(20.878125 57.593504)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#md14db969c4\" x=\"50.14375\" y=\"22.731429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 28.0 -->\n",
       "      <g transform=\"translate(20.878125 26.530647)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(14.798438 135.546562)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 50.14375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 384.94375 224.64 \n",
       "L 384.94375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 384.94375 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 50.14375 7.2 \n",
       "L 384.94375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_14\">\n",
       "     <path d=\"M 57.14375 219.64 \n",
       "L 119.35625 219.64 \n",
       "Q 121.35625 219.64 121.35625 217.64 \n",
       "L 121.35625 203.961875 \n",
       "Q 121.35625 201.961875 119.35625 201.961875 \n",
       "L 57.14375 201.961875 \n",
       "Q 55.14375 201.961875 55.14375 203.961875 \n",
       "L 55.14375 217.64 \n",
       "Q 55.14375 219.64 57.14375 219.64 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_15\">\n",
       "     <path d=\"M 59.14375 213.560312 \n",
       "L 79.14375 213.560312 \n",
       "L 79.14375 206.560312 \n",
       "L 59.14375 206.560312 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(87.14375 213.560312)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p182e93b9c6\">\n",
       "   <rect x=\"50.14375\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " df.plot.barh(x='lifespan')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "725d6e41-cc44-465b-9079-ef32f2ee5e25",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.875704Z",
     "iopub.status.busy": "2022-09-09T02:44:13.875474Z",
     "iopub.status.idle": "2022-09-09T02:44:13.987867Z",
     "shell.execute_reply": "2022-09-09T02:44:13.987513Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.875688Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"400.35625pt\" height=\"248.518125pt\" viewBox=\"0 0 400.35625 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:13.961604</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 400.35625 248.518125 \n",
       "L 400.35625 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.35625 224.64 \n",
       "L 393.15625 224.64 \n",
       "L 393.15625 7.2 \n",
       "L 58.35625 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.35625 216.874286 \n",
       "L 58.718588 216.874286 \n",
       "L 58.718588 209.108571 \n",
       "L 58.35625 209.108571 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 58.35625 185.811429 \n",
       "L 121.765341 185.811429 \n",
       "L 121.765341 178.045714 \n",
       "L 58.35625 178.045714 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 58.35625 154.748571 \n",
       "L 203.291315 154.748571 \n",
       "L 203.291315 146.982857 \n",
       "L 58.35625 146.982857 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 58.35625 123.685714 \n",
       "L 232.278328 123.685714 \n",
       "L 232.278328 115.92 \n",
       "L 58.35625 115.92 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 58.35625 92.622857 \n",
       "L 246.771834 92.622857 \n",
       "L 246.771834 84.857143 \n",
       "L 58.35625 84.857143 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 58.35625 61.56 \n",
       "L 308.369237 61.56 \n",
       "L 308.369237 53.794286 \n",
       "L 58.35625 53.794286 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 58.35625 30.497143 \n",
       "L 377.213393 30.497143 \n",
       "L 377.213393 22.731429 \n",
       "L 58.35625 22.731429 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 58.35625 209.108571 \n",
       "L 65.603003 209.108571 \n",
       "L 65.603003 201.342857 \n",
       "L 58.35625 201.342857 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 58.35625 178.045714 \n",
       "L 87.343263 178.045714 \n",
       "L 87.343263 170.28 \n",
       "L 58.35625 170.28 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 58.35625 146.982857 \n",
       "L 311.992614 146.982857 \n",
       "L 311.992614 139.217143 \n",
       "L 58.35625 139.217143 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 58.35625 115.92 \n",
       "L 63.791315 115.92 \n",
       "L 63.791315 108.154286 \n",
       "L 58.35625 108.154286 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 58.35625 84.857143 \n",
       "L 148.940666 84.857143 \n",
       "L 148.940666 77.091429 \n",
       "L 58.35625 77.091429 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 58.35625 53.794286 \n",
       "L 101.836769 53.794286 \n",
       "L 101.836769 46.028571 \n",
       "L 58.35625 46.028571 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 58.35625 22.731429 \n",
       "L 159.810795 22.731429 \n",
       "L 159.810795 14.965714 \n",
       "L 58.35625 14.965714 \n",
       "z\n",
       "\" clip-path=\"url(#p7ad327f2a1)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m504dc71f19\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m504dc71f19\" x=\"58.35625\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(55.175 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m504dc71f19\" x=\"130.823782\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(124.461282 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m504dc71f19\" x=\"203.291315\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(196.928815 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m504dc71f19\" x=\"275.758847\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(269.396347 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m504dc71f19\" x=\"348.22638\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(341.86388 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"me53b32c556\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"209.108571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- snail -->\n",
       "      <g transform=\"translate(28.125 212.90779)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"115.478516\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"176.757812\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"204.541016\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"178.045714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- pig -->\n",
       "      <g transform=\"translate(35.88125 181.844933)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"146.982857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- elephant -->\n",
       "      <g transform=\"translate(7.2 150.782076)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"61.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"89.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"150.830078\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-68\" x=\"214.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"277.685547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"338.964844\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"402.34375\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- rabbit -->\n",
       "      <g transform=\"translate(21.721875 119.719219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"102.392578\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"165.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"229.345703\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"257.128906\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"84.857143\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- giraffe -->\n",
       "      <g transform=\"translate(18.796875 88.656362)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-67\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"91.259766\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"132.373047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"193.652344\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"228.857422\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"264.0625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"53.794286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- coyote -->\n",
       "      <g transform=\"translate(17.628125 57.593504)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"116.162109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"175.341797\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"236.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"275.732422\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me53b32c556\" x=\"58.35625\" y=\"22.731429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- horse -->\n",
       "      <g transform=\"translate(23.426563 26.530647)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 58.35625 224.64 \n",
       "L 58.35625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 393.15625 224.64 \n",
       "L 393.15625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 58.35625 224.64 \n",
       "L 393.15625 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 58.35625 7.2 \n",
       "L 393.15625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_21\">\n",
       "     <path d=\"M 314.903125 219.64 \n",
       "L 386.15625 219.64 \n",
       "Q 388.15625 219.64 388.15625 217.64 \n",
       "L 388.15625 189.28375 \n",
       "Q 388.15625 187.28375 386.15625 187.28375 \n",
       "L 314.903125 187.28375 \n",
       "Q 312.903125 187.28375 312.903125 189.28375 \n",
       "L 312.903125 217.64 \n",
       "Q 312.903125 219.64 314.903125 219.64 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_22\">\n",
       "     <path d=\"M 316.903125 198.882187 \n",
       "L 336.903125 198.882187 \n",
       "L 336.903125 191.882187 \n",
       "L 316.903125 191.882187 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(344.903125 198.882187)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_23\">\n",
       "     <path d=\"M 316.903125 213.560312 \n",
       "L 336.903125 213.560312 \n",
       "L 336.903125 206.560312 \n",
       "L 316.903125 206.560312 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(344.903125 213.560312)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p7ad327f2a1\">\n",
       "   <rect x=\"58.35625\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " df.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "13a52c43-71d4-46a8-a776-18703e94a483",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:13.988674Z",
     "iopub.status.busy": "2022-09-09T02:44:13.988495Z",
     "iopub.status.idle": "2022-09-09T02:44:14.167311Z",
     "shell.execute_reply": "2022-09-09T02:44:14.166935Z",
     "shell.execute_reply.started": "2022-09-09T02:44:13.988658Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"404.952217pt\" height=\"248.518125pt\" viewBox=\"0 0 404.952217 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:14.139398</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 404.952217 248.518125 \n",
       "L 404.952217 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.35625 224.64 \n",
       "L 393.15625 224.64 \n",
       "L 393.15625 7.2 \n",
       "L 58.35625 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.35625 216.874286 \n",
       "L 58.631127 216.874286 \n",
       "L 58.631127 201.342857 \n",
       "L 58.35625 201.342857 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 58.35625 185.811429 \n",
       "L 106.459698 185.811429 \n",
       "L 106.459698 170.28 \n",
       "L 58.35625 170.28 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 58.35625 154.748571 \n",
       "L 168.306989 154.748571 \n",
       "L 168.306989 139.217143 \n",
       "L 58.35625 139.217143 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 58.35625 123.685714 \n",
       "L 190.297137 123.685714 \n",
       "L 190.297137 108.154286 \n",
       "L 58.35625 108.154286 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 58.35625 92.622857 \n",
       "L 201.292211 92.622857 \n",
       "L 201.292211 77.091429 \n",
       "L 58.35625 77.091429 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 58.35625 61.56 \n",
       "L 248.021275 61.56 \n",
       "L 248.021275 46.028571 \n",
       "L 58.35625 46.028571 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 58.35625 30.497143 \n",
       "L 300.247876 30.497143 \n",
       "L 300.247876 14.965714 \n",
       "L 58.35625 14.965714 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 58.631127 216.874286 \n",
       "L 64.128664 216.874286 \n",
       "L 64.128664 201.342857 \n",
       "L 58.631127 201.342857 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 106.459698 185.811429 \n",
       "L 128.449846 185.811429 \n",
       "L 128.449846 170.28 \n",
       "L 106.459698 170.28 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 168.306989 154.748571 \n",
       "L 360.720782 154.748571 \n",
       "L 360.720782 139.217143 \n",
       "L 168.306989 139.217143 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 190.297137 123.685714 \n",
       "L 194.420289 123.685714 \n",
       "L 194.420289 108.154286 \n",
       "L 190.297137 108.154286 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 201.292211 92.622857 \n",
       "L 270.011422 92.622857 \n",
       "L 270.011422 77.091429 \n",
       "L 201.292211 77.091429 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 248.021275 61.56 \n",
       "L 281.006496 61.56 \n",
       "L 281.006496 46.028571 \n",
       "L 248.021275 46.028571 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 300.247876 30.497143 \n",
       "L 377.213393 30.497143 \n",
       "L 377.213393 14.965714 \n",
       "L 300.247876 14.965714 \n",
       "z\n",
       "\" clip-path=\"url(#p0cb6f36cc4)\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mef57fe8c95\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"58.35625\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(55.175 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"113.331619\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(106.969119 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"168.306989\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(161.944489 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"223.282358\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(216.919858 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"278.257728\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(271.895228 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"333.233097\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(323.689347 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef57fe8c95\" x=\"388.208467\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 120 -->\n",
       "      <g transform=\"translate(378.664717 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"m16a72a84bb\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"209.108571\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- snail -->\n",
       "      <g transform=\"translate(28.125 212.90779)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"52.099609\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"115.478516\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"176.757812\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"204.541016\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"178.045714\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- pig -->\n",
       "      <g transform=\"translate(35.88125 181.844933)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"146.982857\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- elephant -->\n",
       "      <g transform=\"translate(7.2 150.782076)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-65\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6c\" x=\"61.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"89.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-70\" x=\"150.830078\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-68\" x=\"214.306641\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"277.685547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6e\" x=\"338.964844\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"402.34375\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- rabbit -->\n",
       "      <g transform=\"translate(21.721875 119.719219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-62\" d=\"M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "M 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2969 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"102.392578\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-62\" x=\"165.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"229.345703\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"257.128906\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"84.857143\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- giraffe -->\n",
       "      <g transform=\"translate(18.796875 88.656362)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-67\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"91.259766\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-61\" x=\"132.373047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"193.652344\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-66\" x=\"228.857422\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"264.0625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"53.794286\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- coyote -->\n",
       "      <g transform=\"translate(17.628125 57.593504)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-63\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"54.980469\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-79\" x=\"116.162109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"175.341797\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-74\" x=\"236.523438\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"275.732422\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m16a72a84bb\" x=\"58.35625\" y=\"22.731429\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- horse -->\n",
       "      <g transform=\"translate(23.426563 26.530647)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 58.35625 224.64 \n",
       "L 58.35625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 393.15625 224.64 \n",
       "L 393.15625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 58.35625 224.64 \n",
       "L 393.15625 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 58.35625 7.2 \n",
       "L 393.15625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_21\">\n",
       "     <path d=\"M 314.903125 219.64 \n",
       "L 386.15625 219.64 \n",
       "Q 388.15625 219.64 388.15625 217.64 \n",
       "L 388.15625 189.28375 \n",
       "Q 388.15625 187.28375 386.15625 187.28375 \n",
       "L 314.903125 187.28375 \n",
       "Q 312.903125 187.28375 312.903125 189.28375 \n",
       "L 312.903125 217.64 \n",
       "Q 312.903125 219.64 314.903125 219.64 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_22\">\n",
       "     <path d=\"M 316.903125 198.882187 \n",
       "L 336.903125 198.882187 \n",
       "L 336.903125 191.882187 \n",
       "L 316.903125 191.882187 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- speed -->\n",
       "     <g transform=\"translate(344.903125 198.882187)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-73\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"52.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"115.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.099609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"238.623047\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_23\">\n",
       "     <path d=\"M 316.903125 213.560312 \n",
       "L 336.903125 213.560312 \n",
       "L 336.903125 206.560312 \n",
       "L 316.903125 206.560312 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- lifespan -->\n",
       "     <g transform=\"translate(344.903125 213.560312)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"55.566406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"90.771484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"152.294922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-70\" x=\"204.394531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"267.871094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"329.150391\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p0cb6f36cc4\">\n",
       "   <rect x=\"58.35625\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.barh(stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7f828f8-3cec-45c1-a902-7f3f72a07259",
   "metadata": {},
   "source": [
    "## boxplot\n",
    "\n",
    "A box plot is a method for graphically depicting groups of numerical data through their quartiles. The box extends from the Q1 to Q3 quartile values of the data, with a line at the median (Q2). The whiskers extend from the edges of box to show the range of the data. The position of the whiskers is set by default to 1.5*IQR (IQR = Q3 - Q1) from the edges of the box. Outlier points are those past the end of the whiskers.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.box.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5e2bc029-cb52-4c69-b76f-9e3ddb39f724",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:14.168121Z",
     "iopub.status.busy": "2022-09-09T02:44:14.167936Z",
     "iopub.status.idle": "2022-09-09T02:44:14.260386Z",
     "shell.execute_reply": "2022-09-09T02:44:14.259909Z",
     "shell.execute_reply.started": "2022-09-09T02:44:14.168105Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"370.942187pt\" height=\"248.518125pt\" viewBox=\"0 0 370.942187 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:14.241133</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 370.942187 248.518125 \n",
       "L 370.942187 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 28.942188 224.64 \n",
       "L 363.742188 224.64 \n",
       "L 363.742188 7.2 \n",
       "L 28.942188 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m76c5711266\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m76c5711266\" x=\"70.792188\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- A -->\n",
       "      <g transform=\"translate(67.371875 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m76c5711266\" x=\"154.492188\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- B -->\n",
       "      <g transform=\"translate(151.061719 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-42\" d=\"M 1259 2228 \n",
       "L 1259 519 \n",
       "L 2272 519 \n",
       "Q 2781 519 3026 730 \n",
       "Q 3272 941 3272 1375 \n",
       "Q 3272 1813 3026 2020 \n",
       "Q 2781 2228 2272 2228 \n",
       "L 1259 2228 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2741 \n",
       "L 2194 2741 \n",
       "Q 2656 2741 2882 2914 \n",
       "Q 3109 3088 3109 3444 \n",
       "Q 3109 3797 2882 3972 \n",
       "Q 2656 4147 2194 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2241 4666 \n",
       "Q 2963 4666 3353 4366 \n",
       "Q 3744 4066 3744 3513 \n",
       "Q 3744 3084 3544 2831 \n",
       "Q 3344 2578 2956 2516 \n",
       "Q 3422 2416 3680 2098 \n",
       "Q 3938 1781 3938 1306 \n",
       "Q 3938 681 3513 340 \n",
       "Q 3088 0 2303 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-42\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m76c5711266\" x=\"238.192188\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- C -->\n",
       "      <g transform=\"translate(234.700781 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m76c5711266\" x=\"321.892188\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- D -->\n",
       "      <g transform=\"translate(318.042188 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <defs>\n",
       "       <path id=\"m4f33a3f220\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4f33a3f220\" x=\"28.942188\" y=\"208.53783\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(7.2 212.337049)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4f33a3f220\" x=\"28.942188\" y=\"173.179052\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(7.2 176.978271)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4f33a3f220\" x=\"28.942188\" y=\"137.820274\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(15.579688 141.619493)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4f33a3f220\" x=\"28.942188\" y=\"102.461496\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 1 -->\n",
       "      <g transform=\"translate(15.579688 106.260715)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4f33a3f220\" x=\"28.942188\" y=\"67.102718\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(15.579688 70.901937)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4f33a3f220\" x=\"28.942188\" y=\"31.74394\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 3 -->\n",
       "      <g transform=\"translate(15.579688 35.543159)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_11\">\n",
       "    <path d=\"M 51.959688 180.267394 \n",
       "L 89.624688 180.267394 \n",
       "L 89.624688 114.930134 \n",
       "L 51.959688 114.930134 \n",
       "L 51.959688 180.267394 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_12\">\n",
       "    <path d=\"M 70.792188 180.267394 \n",
       "L 70.792188 203.450476 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 70.792188 114.930134 \n",
       "L 70.792188 66.665316 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 61.375937 203.450476 \n",
       "L 80.208438 203.450476 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 61.375937 66.665316 \n",
       "L 80.208438 66.665316 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_16\"/>\n",
       "   <g id=\"line2d_17\">\n",
       "    <path d=\"M 135.659687 180.092478 \n",
       "L 173.324688 180.092478 \n",
       "L 173.324688 123.917283 \n",
       "L 135.659687 123.917283 \n",
       "L 135.659687 180.092478 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 154.492188 180.092478 \n",
       "L 154.492188 214.756364 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 154.492188 123.917283 \n",
       "L 154.492188 87.208281 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_20\">\n",
       "    <path d=\"M 145.075938 214.756364 \n",
       "L 163.908437 214.756364 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_21\">\n",
       "    <path d=\"M 145.075938 87.208281 \n",
       "L 163.908437 87.208281 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_22\">\n",
       "    <defs>\n",
       "     <path id=\"m979048b890\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #000000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pfd988ed085)\">\n",
       "     <use xlink:href=\"#m979048b890\" x=\"154.492188\" y=\"17.083636\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_23\">\n",
       "    <path d=\"M 219.359688 162.177673 \n",
       "L 257.024688 162.177673 \n",
       "L 257.024688 116.169845 \n",
       "L 219.359688 116.169845 \n",
       "L 219.359688 162.177673 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_24\">\n",
       "    <path d=\"M 238.192188 162.177673 \n",
       "L 238.192188 202.425073 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_25\">\n",
       "    <path d=\"M 238.192188 116.169845 \n",
       "L 238.192188 87.248737 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_26\">\n",
       "    <path d=\"M 228.775938 202.425073 \n",
       "L 247.608438 202.425073 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_27\">\n",
       "    <path d=\"M 228.775938 87.248737 \n",
       "L 247.608438 87.248737 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_28\"/>\n",
       "   <g id=\"line2d_29\">\n",
       "    <path d=\"M 303.059688 156.578063 \n",
       "L 340.724688 156.578063 \n",
       "L 340.724688 110.386525 \n",
       "L 303.059688 110.386525 \n",
       "L 303.059688 156.578063 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_30\">\n",
       "    <path d=\"M 321.892188 156.578063 \n",
       "L 321.892188 196.627614 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_31\">\n",
       "    <path d=\"M 321.892188 110.386525 \n",
       "L 321.892188 54.439383 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_32\">\n",
       "    <path d=\"M 312.475938 196.627614 \n",
       "L 331.308438 196.627614 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_33\">\n",
       "    <path d=\"M 312.475938 54.439383 \n",
       "L 331.308438 54.439383 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_34\">\n",
       "    <g clip-path=\"url(#pfd988ed085)\">\n",
       "     <use xlink:href=\"#m979048b890\" x=\"321.892188\" y=\"38.951112\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_35\">\n",
       "    <path d=\"M 51.959688 152.525687 \n",
       "L 89.624688 152.525687 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_36\">\n",
       "    <path d=\"M 135.659687 138.845516 \n",
       "L 173.324688 138.845516 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_37\">\n",
       "    <path d=\"M 219.359688 137.202465 \n",
       "L 257.024688 137.202465 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_38\">\n",
       "    <path d=\"M 303.059688 148.110206 \n",
       "L 340.724688 148.110206 \n",
       "\" clip-path=\"url(#pfd988ed085)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 28.942188 224.64 \n",
       "L 28.942188 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 363.742188 224.64 \n",
       "L 363.742188 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 28.942188 224.64 \n",
       "L 363.742188 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 28.942188 7.2 \n",
       "L 363.742188 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pfd988ed085\">\n",
       "   <rect x=\"28.942188\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randn(25, 4)\n",
    "df = pd.DataFrame(data, columns=list('ABCD'))\n",
    "ax = df.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "50edb8ab-9eaf-4805-aaa6-b215a9b9c7a2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:29:20.387906Z",
     "iopub.status.busy": "2022-09-09T03:29:20.387347Z",
     "iopub.status.idle": "2022-09-09T03:29:20.483529Z",
     "shell.execute_reply": "2022-09-09T03:29:20.483108Z",
     "shell.execute_reply.started": "2022-09-09T03:29:20.387856Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"368.925pt\" height=\"263.63625pt\" viewBox=\"0 0 368.925 263.63625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:29:20.465344</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 263.63625 \n",
       "L 368.925 263.63625 \n",
       "L 368.925 0 \n",
       "L -0 0 \n",
       "L -0 263.63625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 361.725 239.758125 \n",
       "L 361.725 22.318125 \n",
       "L 26.925 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m7cb27746f9\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7cb27746f9\" x=\"110.625\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- F -->\n",
       "      <g transform=\"translate(107.749219 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7cb27746f9\" x=\"278.025\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- M -->\n",
       "      <g transform=\"translate(273.710938 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path id=\"m8b0aaecb8c\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"224.740132\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(7.2 228.539351)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"199.068349\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(7.2 202.867568)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"173.396567\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 30 -->\n",
       "      <g transform=\"translate(7.2 177.195785)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"147.724784\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(7.2 151.524003)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"122.053001\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(7.2 125.85222)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"96.381218\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(7.2 100.180437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"70.709436\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 70 -->\n",
       "      <g transform=\"translate(7.2 74.508654)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8b0aaecb8c\" x=\"26.925\" y=\"45.037653\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(7.2 48.836871)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_11\">\n",
       "    <path d=\"M 98.07 183.023485 \n",
       "L 123.18 183.023485 \n",
       "L 123.18 112.426082 \n",
       "L 98.07 112.426082 \n",
       "L 98.07 183.023485 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_12\">\n",
       "    <path d=\"M 110.625 183.023485 \n",
       "L 110.625 199.068349 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 110.625 112.426082 \n",
       "L 110.625 32.201761 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 104.3475 199.068349 \n",
       "L 116.9025 199.068349 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 104.3475 32.201761 \n",
       "L 116.9025 32.201761 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_16\"/>\n",
       "   <g id=\"line2d_17\">\n",
       "    <path d=\"M 265.47 220.889365 \n",
       "L 290.58 220.889365 \n",
       "L 290.58 59.157133 \n",
       "L 265.47 59.157133 \n",
       "L 265.47 220.889365 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 278.025 220.889365 \n",
       "L 278.025 229.874489 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 278.025 59.157133 \n",
       "L 278.025 50.172009 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_20\">\n",
       "    <path d=\"M 271.7475 229.874489 \n",
       "L 284.3025 229.874489 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_21\">\n",
       "    <path d=\"M 271.7475 50.172009 \n",
       "L 284.3025 50.172009 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_22\"/>\n",
       "   <g id=\"line2d_23\">\n",
       "    <path d=\"M 98.07 166.978621 \n",
       "L 123.18 166.978621 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_24\">\n",
       "    <path d=\"M 265.47 140.023249 \n",
       "L 290.58 140.023249 \n",
       "\" clip-path=\"url(#p49c68c56c7)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 26.925 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 361.725 239.758125 \n",
       "L 361.725 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 26.925 239.758125 \n",
       "L 361.725 239.758125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 26.925 22.318125 \n",
       "L 361.725 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_11\">\n",
       "    <!-- age -->\n",
       "    <g transform=\"translate(183.147188 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"124.755859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p49c68c56c7\">\n",
       "   <rect x=\"26.925\" y=\"22.318125\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "age_list = [8, 10, 12, 14, 72, 74, 76, 78, 20, 25, 30, 35, 60, 85]\n",
    "df = pd.DataFrame({\"gender\": list(\"MMMMMMMMFFFFFF\"), \"age\": age_list})\n",
    "ax = df.plot.box(column=\"age\", by=\"gender\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "627d6f05-5c89-4db6-aa71-01f9f3128e82",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T03:29:44.552804Z",
     "iopub.status.busy": "2022-09-09T03:29:44.552394Z",
     "iopub.status.idle": "2022-09-09T03:29:44.735101Z",
     "shell.execute_reply": "2022-09-09T03:29:44.734652Z",
     "shell.execute_reply.started": "2022-09-09T03:29:44.552754Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"364.828125pt\" height=\"263.63625pt\" viewBox=\"0 0 364.828125 263.63625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T11:29:44.716977</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 263.63625 \n",
       "L 364.828125 263.63625 \n",
       "L 364.828125 0 \n",
       "L 0 0 \n",
       "L 0 263.63625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 22.828125 239.758125 \n",
       "L 357.628125 239.758125 \n",
       "L 357.628125 22.318125 \n",
       "L 22.828125 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m4eff0a947d\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"45.951856\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(39.589356 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"85.479601\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(79.117101 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"125.007346\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 30 -->\n",
       "      <g transform=\"translate(118.644846 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"164.535091\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(158.172591 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"204.062836\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(197.700336 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"243.590581\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(237.228081 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"283.118326\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 70 -->\n",
       "      <g transform=\"translate(276.755826 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4eff0a947d\" x=\"322.646071\" y=\"239.758125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 80 -->\n",
       "      <g transform=\"translate(316.283571 254.356563)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <defs>\n",
       "       <path id=\"ma24b1db0ec\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma24b1db0ec\" x=\"22.828125\" y=\"185.398125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- F -->\n",
       "      <g transform=\"translate(10.076562 189.197344)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma24b1db0ec\" x=\"22.828125\" y=\"76.678125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- M -->\n",
       "      <g transform=\"translate(7.2 80.477344)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_11\">\n",
       "    <path d=\"M 110.184441 193.552125 \n",
       "L 110.184441 177.244125 \n",
       "L 218.88574 177.244125 \n",
       "L 218.88574 193.552125 \n",
       "L 110.184441 193.552125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_12\">\n",
       "    <path d=\"M 110.184441 185.398125 \n",
       "L 85.479601 185.398125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 218.88574 185.398125 \n",
       "L 342.409943 185.398125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 85.479601 189.475125 \n",
       "L 85.479601 181.321125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 342.409943 189.475125 \n",
       "L 342.409943 181.321125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_16\"/>\n",
       "   <g id=\"line2d_17\">\n",
       "    <path d=\"M 51.881018 84.832125 \n",
       "L 51.881018 68.524125 \n",
       "L 300.905811 68.524125 \n",
       "L 300.905811 84.832125 \n",
       "L 51.881018 84.832125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 51.881018 76.678125 \n",
       "L 38.046307 76.678125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 300.905811 76.678125 \n",
       "L 314.740522 76.678125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_20\">\n",
       "    <path d=\"M 38.046307 80.755125 \n",
       "L 38.046307 72.601125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_21\">\n",
       "    <path d=\"M 314.740522 80.755125 \n",
       "L 314.740522 72.601125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #1f77b4; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_22\"/>\n",
       "   <g id=\"line2d_23\">\n",
       "    <path d=\"M 134.889282 193.552125 \n",
       "L 134.889282 177.244125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_24\">\n",
       "    <path d=\"M 176.393414 84.832125 \n",
       "L 176.393414 68.524125 \n",
       "\" clip-path=\"url(#p39c66e8e32)\" style=\"fill: none; stroke: #2ca02c; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 22.828125 239.758125 \n",
       "L 22.828125 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 357.628125 239.758125 \n",
       "L 357.628125 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 22.828125 239.758125 \n",
       "L 357.628125 239.758125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 22.828125 22.318125 \n",
       "L 357.628125 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_11\">\n",
       "    <!-- age -->\n",
       "    <g transform=\"translate(179.050313 16.318125)scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-61\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"61.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"124.755859\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p39c66e8e32\">\n",
       "   <rect x=\"22.828125\" y=\"22.318125\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot.box(column=\"age\", by=\"gender\", vert=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "270f0260-9659-4f58-bc5e-614170c40609",
   "metadata": {},
   "source": [
    "## density/kde\n",
    "\n",
    "In statistics, kernel density estimation (KDE) is a non-parametric way to estimate the probability density function (PDF) of a random variable. This function uses Gaussian kernels and includes automatic bandwidth determination.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.density.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fb61635b-ca39-4b33-b438-97606eb6a92d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:14.448774Z",
     "iopub.status.busy": "2022-09-09T02:44:14.448541Z",
     "iopub.status.idle": "2022-09-09T02:44:14.746487Z",
     "shell.execute_reply": "2022-09-09T02:44:14.746021Z",
     "shell.execute_reply.started": "2022-09-09T02:44:14.448755Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"392.14375pt\" height=\"248.518125pt\" viewBox=\"0 0 392.14375 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:14.724035</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 392.14375 248.518125 \n",
       "L 392.14375 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 384.94375 224.64 \n",
       "L 384.94375 7.2 \n",
       "L 50.14375 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m736fbf820d\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"65.361932\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(57.990838 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"103.407386\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(100.226136 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"141.452841\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1 -->\n",
       "      <g transform=\"translate(138.271591 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"179.498295\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(176.317045 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"217.54375\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 3 -->\n",
       "      <g transform=\"translate(214.3625 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"255.589205\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(252.407955 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"293.634659\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(290.453409 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"331.680114\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(328.498864 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m736fbf820d\" x=\"369.725568\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 7 -->\n",
       "      <g transform=\"translate(366.544318 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <defs>\n",
       "       <path id=\"m19dcd122f4\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m19dcd122f4\" x=\"50.14375\" y=\"219.218596\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(20.878125 223.017815)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m19dcd122f4\" x=\"50.14375\" y=\"178.987699\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.05 -->\n",
       "      <g transform=\"translate(20.878125 182.786918)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m19dcd122f4\" x=\"50.14375\" y=\"138.756802\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.10 -->\n",
       "      <g transform=\"translate(20.878125 142.556021)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m19dcd122f4\" x=\"50.14375\" y=\"98.525905\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.15 -->\n",
       "      <g transform=\"translate(20.878125 102.325124)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m19dcd122f4\" x=\"50.14375\" y=\"58.295008\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0.20 -->\n",
       "      <g transform=\"translate(20.878125 62.094227)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m19dcd122f4\" x=\"50.14375\" y=\"18.064111\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0.25 -->\n",
       "      <g transform=\"translate(20.878125 21.863329)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- Density -->\n",
       "     <g transform=\"translate(14.798438 134.928594)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"138.525391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"201.904297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"254.003906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"281.787109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"320.996094\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_16\">\n",
       "    <path d=\"M 65.361932 214.756364 \n",
       "L 69.017951 213.545615 \n",
       "L 72.369303 212.214766 \n",
       "L 75.720654 210.647632 \n",
       "L 79.072006 208.820889 \n",
       "L 82.118689 206.916667 \n",
       "L 85.165372 204.765494 \n",
       "L 88.212055 202.355164 \n",
       "L 91.258738 199.676232 \n",
       "L 94.305421 196.722446 \n",
       "L 97.656772 193.152681 \n",
       "L 101.008123 189.24872 \n",
       "L 104.359475 185.01774 \n",
       "L 108.015494 180.044092 \n",
       "L 111.976182 174.260712 \n",
       "L 116.241539 167.614605 \n",
       "L 120.811563 160.073309 \n",
       "L 125.990924 151.090302 \n",
       "L 132.084291 140.067251 \n",
       "L 140.005666 125.251276 \n",
       "L 169.86316 68.918453 \n",
       "L 175.34719 59.265844 \n",
       "L 179.917214 51.630536 \n",
       "L 184.182571 44.938925 \n",
       "L 187.83859 39.609051 \n",
       "L 191.189942 35.106236 \n",
       "L 194.236625 31.37006 \n",
       "L 196.978639 28.326596 \n",
       "L 199.720654 25.608863 \n",
       "L 202.158001 23.483392 \n",
       "L 204.595347 21.644887 \n",
       "L 207.032693 20.104941 \n",
       "L 209.165372 19.010194 \n",
       "L 211.29805 18.157035 \n",
       "L 213.430728 17.549728 \n",
       "L 215.563406 17.191326 \n",
       "L 217.696084 17.083636 \n",
       "L 219.828762 17.227205 \n",
       "L 221.96144 17.621305 \n",
       "L 224.094119 18.26395 \n",
       "L 226.226797 19.15191 \n",
       "L 228.359475 20.280752 \n",
       "L 230.492153 21.644887 \n",
       "L 232.929499 23.483392 \n",
       "L 235.366846 25.608863 \n",
       "L 238.108861 28.326596 \n",
       "L 240.850875 31.37006 \n",
       "L 243.897558 35.106236 \n",
       "L 247.24891 39.609051 \n",
       "L 250.904929 44.938925 \n",
       "L 254.865617 51.137504 \n",
       "L 259.435642 58.743944 \n",
       "L 264.615003 67.8243 \n",
       "L 271.013037 79.520183 \n",
       "L 279.848418 96.182216 \n",
       "L 303.003209 140.067251 \n",
       "L 309.705912 152.167902 \n",
       "L 315.189942 161.613059 \n",
       "L 319.759966 169.072727 \n",
       "L 324.025322 175.630065 \n",
       "L 327.98601 181.321427 \n",
       "L 331.64203 186.203452 \n",
       "L 335.29805 190.706676 \n",
       "L 338.649401 194.489649 \n",
       "L 342.000752 197.9372 \n",
       "L 345.352104 201.049743 \n",
       "L 348.398787 203.593384 \n",
       "L 351.44547 205.872772 \n",
       "L 354.492153 207.89879 \n",
       "L 357.843504 209.850828 \n",
       "L 361.194856 211.533155 \n",
       "L 364.546207 212.968442 \n",
       "L 368.202227 214.280538 \n",
       "L 369.725568 214.756364 \n",
       "L 369.725568 214.756364 \n",
       "\" clip-path=\"url(#p78ca5ec31f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 50.14375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 384.94375 224.64 \n",
       "L 384.94375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 384.94375 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 50.14375 7.2 \n",
       "L 384.94375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p78ca5ec31f\">\n",
       "   <rect x=\"50.14375\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series([1, 2, 2.5, 3, 3.5, 4, 5])\n",
    "ax = s.plot.kde()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "52c8b804-03e7-479f-b3d8-31efb0c6403e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:14.748521Z",
     "iopub.status.busy": "2022-09-09T02:44:14.748320Z",
     "iopub.status.idle": "2022-09-09T02:44:14.860561Z",
     "shell.execute_reply": "2022-09-09T02:44:14.860096Z",
     "shell.execute_reply.started": "2022-09-09T02:44:14.748505Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"392.14375pt\" height=\"248.518125pt\" viewBox=\"0 0 392.14375 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:14.833766</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 392.14375 248.518125 \n",
       "L 392.14375 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 384.94375 224.64 \n",
       "L 384.94375 7.2 \n",
       "L 50.14375 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"me2cda899e9\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"65.361932\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(57.990838 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"103.407386\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(100.226136 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"141.452841\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1 -->\n",
       "      <g transform=\"translate(138.271591 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"179.498295\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(176.317045 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"217.54375\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 3 -->\n",
       "      <g transform=\"translate(214.3625 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"255.589205\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(252.407955 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"293.634659\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(290.453409 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"331.680114\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(328.498864 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me2cda899e9\" x=\"369.725568\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 7 -->\n",
       "      <g transform=\"translate(366.544318 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <defs>\n",
       "       <path id=\"m5483faf70f\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"218.135878\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(20.878125 221.935097)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"187.666624\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.05 -->\n",
       "      <g transform=\"translate(20.878125 191.465843)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"157.19737\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.10 -->\n",
       "      <g transform=\"translate(20.878125 160.996588)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"126.728115\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.15 -->\n",
       "      <g transform=\"translate(20.878125 130.527334)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"96.258861\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0.20 -->\n",
       "      <g transform=\"translate(20.878125 100.05808)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"65.789606\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0.25 -->\n",
       "      <g transform=\"translate(20.878125 69.588825)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5483faf70f\" x=\"50.14375\" y=\"35.320352\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 0.30 -->\n",
       "      <g transform=\"translate(20.878125 39.119571)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- Density -->\n",
       "     <g transform=\"translate(14.798438 134.928594)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"138.525391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"201.904297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"254.003906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"281.787109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"320.996094\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_17\">\n",
       "    <path d=\"M 65.361932 214.756364 \n",
       "L 69.627288 213.668621 \n",
       "L 73.587976 212.421521 \n",
       "L 77.243996 211.041109 \n",
       "L 80.900015 209.417631 \n",
       "L 84.251367 207.698672 \n",
       "L 87.602718 205.745372 \n",
       "L 90.954069 203.547483 \n",
       "L 94.305421 201.098204 \n",
       "L 97.96144 198.136224 \n",
       "L 101.61746 194.873488 \n",
       "L 105.27348 191.317789 \n",
       "L 109.234168 187.150997 \n",
       "L 113.499524 182.324668 \n",
       "L 118.069549 176.805174 \n",
       "L 123.24891 170.179194 \n",
       "L 129.037607 162.403458 \n",
       "L 136.349647 152.186441 \n",
       "L 147.013037 136.859951 \n",
       "L 164.074463 112.33395 \n",
       "L 171.081834 102.65101 \n",
       "L 176.565863 95.420911 \n",
       "L 181.440556 89.36123 \n",
       "L 185.705912 84.424207 \n",
       "L 189.361932 80.520152 \n",
       "L 192.713283 77.247903 \n",
       "L 195.759966 74.556973 \n",
       "L 198.806649 72.161384 \n",
       "L 201.548664 70.276382 \n",
       "L 204.290679 68.663395 \n",
       "L 206.728025 67.468401 \n",
       "L 209.165372 66.506132 \n",
       "L 211.602718 65.782813 \n",
       "L 214.040064 65.303166 \n",
       "L 216.477411 65.070344 \n",
       "L 218.914757 65.08588 \n",
       "L 221.352104 65.349673 \n",
       "L 223.78945 65.859984 \n",
       "L 226.226797 66.613461 \n",
       "L 228.664143 67.605191 \n",
       "L 231.10149 68.828767 \n",
       "L 233.843504 70.472647 \n",
       "L 236.585519 72.386999 \n",
       "L 239.632202 74.813162 \n",
       "L 242.678885 77.532322 \n",
       "L 246.030236 80.832737 \n",
       "L 249.686256 84.763935 \n",
       "L 253.646944 89.36123 \n",
       "L 258.216969 95.030951 \n",
       "L 263.39633 101.829933 \n",
       "L 269.794364 110.622937 \n",
       "L 278.325077 122.757799 \n",
       "L 304.831219 160.726617 \n",
       "L 311.229254 169.377325 \n",
       "L 316.713283 176.425614 \n",
       "L 321.587976 182.324668 \n",
       "L 325.853332 187.150997 \n",
       "L 329.81402 191.317789 \n",
       "L 333.774708 195.156719 \n",
       "L 337.430728 198.394608 \n",
       "L 341.086748 201.33136 \n",
       "L 344.742767 203.965648 \n",
       "L 348.094119 206.118453 \n",
       "L 351.44547 208.028291 \n",
       "L 355.10149 209.847436 \n",
       "L 358.757509 211.408157 \n",
       "L 362.413529 212.731229 \n",
       "L 366.374217 213.922778 \n",
       "L 369.725568 214.756364 \n",
       "L 369.725568 214.756364 \n",
       "\" clip-path=\"url(#p1f36fcb4ba)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 217.54375 187.983532 \n",
       "L 219.676428 182.551539 \n",
       "L 221.809106 176.494325 \n",
       "L 224.094119 169.312153 \n",
       "L 226.531465 160.885647 \n",
       "L 229.121146 151.125908 \n",
       "L 232.167829 138.716913 \n",
       "L 235.823848 122.820008 \n",
       "L 248.01058 68.961032 \n",
       "L 250.752595 58.292144 \n",
       "L 253.189942 49.683401 \n",
       "L 255.32262 42.9266 \n",
       "L 257.302964 37.355541 \n",
       "L 259.130974 32.840616 \n",
       "L 260.806649 29.240315 \n",
       "L 262.482325 26.153324 \n",
       "L 264.005666 23.783694 \n",
       "L 265.529008 21.815818 \n",
       "L 267.05235 20.230621 \n",
       "L 268.423357 19.111573 \n",
       "L 269.794364 18.263096 \n",
       "L 271.165372 17.662701 \n",
       "L 272.536379 17.286023 \n",
       "L 274.059721 17.09846 \n",
       "L 275.735396 17.130397 \n",
       "L 277.563406 17.392923 \n",
       "L 279.848418 17.959453 \n",
       "L 283.656772 19.185197 \n",
       "L 287.61746 20.38209 \n",
       "L 290.207141 20.921893 \n",
       "L 292.492153 21.165829 \n",
       "L 294.624831 21.173548 \n",
       "L 296.757509 20.967885 \n",
       "L 299.042521 20.531259 \n",
       "L 301.784536 19.775473 \n",
       "L 309.858246 17.363487 \n",
       "L 311.83859 17.10816 \n",
       "L 313.514266 17.118177 \n",
       "L 315.037607 17.351699 \n",
       "L 316.408615 17.775905 \n",
       "L 317.779622 18.429383 \n",
       "L 319.15063 19.336118 \n",
       "L 320.521637 20.518125 \n",
       "L 321.892644 21.995032 \n",
       "L 323.263652 23.783694 \n",
       "L 324.786993 26.153324 \n",
       "L 326.310335 28.938565 \n",
       "L 327.98601 32.491993 \n",
       "L 329.661686 36.560752 \n",
       "L 331.489696 41.579431 \n",
       "L 333.47004 47.675659 \n",
       "L 335.602718 54.959488 \n",
       "L 338.040064 64.102713 \n",
       "L 340.934413 75.906075 \n",
       "L 344.590433 91.862111 \n",
       "L 356.015494 142.533422 \n",
       "L 359.062178 154.660073 \n",
       "L 361.804192 164.666832 \n",
       "L 364.241539 172.752139 \n",
       "L 366.526551 179.601359 \n",
       "L 368.659229 185.345201 \n",
       "L 369.725568 187.983532 \n",
       "L 369.725568 187.983532 \n",
       "\" clip-path=\"url(#p1f36fcb4ba)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 50.14375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 384.94375 224.64 \n",
       "L 384.94375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 50.14375 224.64 \n",
       "L 384.94375 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 50.14375 7.2 \n",
       "L 384.94375 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 340.025 44.55625 \n",
       "L 377.94375 44.55625 \n",
       "Q 379.94375 44.55625 379.94375 42.55625 \n",
       "L 379.94375 14.2 \n",
       "Q 379.94375 12.2 377.94375 12.2 \n",
       "L 340.025 12.2 \n",
       "Q 338.025 12.2 338.025 14.2 \n",
       "L 338.025 42.55625 \n",
       "Q 338.025 44.55625 340.025 44.55625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_19\">\n",
       "     <path d=\"M 342.025 20.298437 \n",
       "L 352.025 20.298437 \n",
       "L 362.025 20.298437 \n",
       "\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_18\">\n",
       "     <!-- x -->\n",
       "     <g transform=\"translate(370.025 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 342.025 34.976562 \n",
       "L 352.025 34.976562 \n",
       "L 362.025 34.976562 \n",
       "\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- y -->\n",
       "     <g transform=\"translate(370.025 38.476562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-79\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p1f36fcb4ba\">\n",
       "   <rect x=\"50.14375\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "    'x': [1, 2, 2.5, 3, 3.5, 4, 5],\n",
    "    'y': [4, 4, 4.5, 5, 5.5, 6, 6],\n",
    "})\n",
    "\n",
    "ax = df.plot.kde()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ac5ae59-2659-4cdb-9ed2-d14f8a87838d",
   "metadata": {},
   "source": [
    "## hexbin\n",
    "\n",
    "Generate a hexagonal binning plot of x versus y. If C is None (the default), this is a histogram of the number of occurrences of the observations at (x[i], y[i]).\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.hexbin.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6d65ec35-ca5d-41a7-a062-751fd12ce361",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:14.861416Z",
     "iopub.status.busy": "2022-09-09T02:44:14.861205Z",
     "iopub.status.idle": "2022-09-09T02:44:15.187261Z",
     "shell.execute_reply": "2022-09-09T02:44:15.186267Z",
     "shell.execute_reply.started": "2022-09-09T02:44:14.861398Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"371.359813pt\" height=\"240.436334pt\" viewBox=\"0 0 371.359813 240.436334\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:14.988533</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 240.436334 \n",
       "L 371.359813 240.436334 \n",
       "L 371.359813 0 \n",
       "L 0 0 \n",
       "L 0 240.436334 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 42.620313 227.357428 \n",
       "L 310.460313 227.357428 \n",
       "L 310.460313 9.917428 \n",
       "L 42.620313 9.917428 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PolyCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"C0_0_37b0efab66\" d=\"M 181.17343 -126.466594 \n",
       "L 181.17343 -132.456677 \n",
       "L 175.086158 -135.451718 \n",
       "L 168.998885 -132.456677 \n",
       "L 168.998885 -126.466594 \n",
       "L 175.086158 -123.471553 \n",
       "z\n",
       "\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"293.024683\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"275.054435\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"257.084187\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"239.113939\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"221.143691\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"203.173443\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"185.203195\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-120.2913\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"293.024683\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"275.054435\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"257.084187\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"239.113939\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"221.143691\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"203.173443\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"185.203195\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-108.116754\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"293.024683\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"275.054435\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"257.084187\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"239.113939\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"221.143691\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"203.173443\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"185.203195\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-95.942209\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"293.024683\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"275.054435\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"257.084187\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"239.113939\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"221.143691\" style=\"fill: #edf8fb; stroke: #edf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"203.173443\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"185.203195\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-83.767663\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"293.024683\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"275.054435\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"257.084187\" style=\"fill: #e3f4f8; stroke: #e3f4f8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"239.113939\" style=\"fill: #e7f6f9; stroke: #e7f6f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"221.143691\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"203.173443\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"185.203195\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-71.593118\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"310.994931\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"293.024683\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"275.054435\" style=\"fill: #e9f7fa; stroke: #e9f7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"257.084187\" style=\"fill: #d9f1f0; stroke: #d9f1f0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"239.113939\" style=\"fill: #cdece7; stroke: #cdece7\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"221.143691\" style=\"fill: #d9f1f0; stroke: #d9f1f0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"203.173443\" style=\"fill: #ecf8fb; stroke: #ecf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"185.203195\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"167.232947\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-59.418572\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"310.994931\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"293.024683\" style=\"fill: #f3fafc; stroke: #f3fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"275.054435\" style=\"fill: #e3f4f8; stroke: #e3f4f8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"257.084187\" style=\"fill: #98d8c9; stroke: #98d8c9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"239.113939\" style=\"fill: #82ceb8; stroke: #82ceb8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"221.143691\" style=\"fill: #a8ded2; stroke: #a8ded2\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"203.173443\" style=\"fill: #dff3f5; stroke: #dff3f5\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"185.203195\" style=\"fill: #f0f9fb; stroke: #f0f9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"167.232947\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-47.244027\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"328.965179\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"310.994931\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"293.024683\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"275.054435\" style=\"fill: #d4efec; stroke: #d4efec\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"257.084187\" style=\"fill: #74c8ae; stroke: #74c8ae\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"239.113939\" style=\"fill: #4bb382; stroke: #4bb382\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"221.143691\" style=\"fill: #9cd9ca; stroke: #9cd9ca\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"203.173443\" style=\"fill: #dff3f5; stroke: #dff3f5\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"185.203195\" style=\"fill: #ecf8fb; stroke: #ecf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"167.232947\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-35.069481\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"310.994931\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"293.024683\" style=\"fill: #e4f5f8; stroke: #e4f5f8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"275.054435\" style=\"fill: #c8ebe4; stroke: #c8ebe4\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"257.084187\" style=\"fill: #47b17e; stroke: #47b17e\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"239.113939\" style=\"fill: #2e9756; stroke: #2e9756\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"221.143691\" style=\"fill: #349f61; stroke: #349f61\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"203.173443\" style=\"fill: #c7eae3; stroke: #c7eae3\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"185.203195\" style=\"fill: #f0f9fb; stroke: #f0f9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"167.232947\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-22.894936\" y=\"149.262699\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"310.994931\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"293.024683\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"275.054435\" style=\"fill: #8dd3c0; stroke: #8dd3c0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"257.084187\" style=\"fill: #329d5e; stroke: #329d5e\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"239.113939\" style=\"fill: #00441b; stroke: #00441b\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"221.143691\" style=\"fill: #36a164; stroke: #36a164\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"203.173443\" style=\"fill: #acdfd4; stroke: #acdfd4\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"185.203195\" style=\"fill: #eef8fb; stroke: #eef8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"167.232947\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-10.720391\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"310.994931\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"293.024683\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"275.054435\" style=\"fill: #a8ded2; stroke: #a8ded2\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"257.084187\" style=\"fill: #18823d; stroke: #18823d\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"239.113939\" style=\"fill: #005723; stroke: #005723\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"221.143691\" style=\"fill: #339e60; stroke: #339e60\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"203.173443\" style=\"fill: #b5e3d9; stroke: #b5e3d9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"185.203195\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"167.232947\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"1.454155\" y=\"149.262699\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"310.994931\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"293.024683\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"275.054435\" style=\"fill: #9cd9ca; stroke: #9cd9ca\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"257.084187\" style=\"fill: #026f2e; stroke: #026f2e\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"239.113939\" style=\"fill: #006529; stroke: #006529\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"221.143691\" style=\"fill: #2b9452; stroke: #2b9452\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"203.173443\" style=\"fill: #b0e1d6; stroke: #b0e1d6\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"185.203195\" style=\"fill: #ecf8fb; stroke: #ecf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"167.232947\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"13.6287\" y=\"149.262699\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"346.935427\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"328.965179\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"310.994931\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"293.024683\" style=\"fill: #edf8fb; stroke: #edf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"275.054435\" style=\"fill: #bfe7de; stroke: #bfe7de\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"257.084187\" style=\"fill: #258d48; stroke: #258d48\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"239.113939\" style=\"fill: #137d39; stroke: #137d39\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"221.143691\" style=\"fill: #92d5c4; stroke: #92d5c4\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"203.173443\" style=\"fill: #cdece6; stroke: #cdece6\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"185.203195\" style=\"fill: #e9f7fa; stroke: #e9f7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"167.232947\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"25.803246\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"310.994931\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"293.024683\" style=\"fill: #f0f9fb; stroke: #f0f9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"275.054435\" style=\"fill: #d2eeeb; stroke: #d2eeeb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"257.084187\" style=\"fill: #7acbb3; stroke: #7acbb3\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"239.113939\" style=\"fill: #85cfbb; stroke: #85cfbb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"221.143691\" style=\"fill: #a2dcce; stroke: #a2dcce\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"203.173443\" style=\"fill: #dcf2f2; stroke: #dcf2f2\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"185.203195\" style=\"fill: #ecf8fb; stroke: #ecf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"167.232947\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"37.977791\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"328.965179\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"310.994931\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"293.024683\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"275.054435\" style=\"fill: #dff3f5; stroke: #dff3f5\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"257.084187\" style=\"fill: #a8ded2; stroke: #a8ded2\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"239.113939\" style=\"fill: #b8e4db; stroke: #b8e4db\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"221.143691\" style=\"fill: #ccece6; stroke: #ccece6\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"203.173443\" style=\"fill: #e6f5f9; stroke: #e6f5f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"185.203195\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"50.152337\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"328.965179\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"293.024683\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"275.054435\" style=\"fill: #e9f7fa; stroke: #e9f7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"257.084187\" style=\"fill: #ddf2f3; stroke: #ddf2f3\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"239.113939\" style=\"fill: #dbf1f1; stroke: #dbf1f1\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"221.143691\" style=\"fill: #dcf2f2; stroke: #dcf2f2\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"203.173443\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"185.203195\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"167.232947\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"62.326882\" y=\"149.262699\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"293.024683\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"275.054435\" style=\"fill: #f0f9fb; stroke: #f0f9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"257.084187\" style=\"fill: #e9f7fa; stroke: #e9f7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"239.113939\" style=\"fill: #e5f5f9; stroke: #e5f5f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"221.143691\" style=\"fill: #e9f7fa; stroke: #e9f7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"203.173443\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"185.203195\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"74.501428\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"293.024683\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"275.054435\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"257.084187\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"239.113939\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"221.143691\" style=\"fill: #f3fafc; stroke: #f3fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"203.173443\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"185.203195\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"86.675973\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"293.024683\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"275.054435\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"257.084187\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"239.113939\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"221.143691\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"203.173443\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"185.203195\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"98.850519\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"293.024683\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"275.054435\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"257.084187\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"239.113939\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"221.143691\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"203.173443\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"185.203195\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"111.025064\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"346.935427\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"328.965179\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"310.994931\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"293.024683\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"275.054435\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"257.084187\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"239.113939\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"221.143691\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"203.173443\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"185.203195\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"167.232947\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"123.199609\" y=\"149.262699\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"284.039559\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"266.069311\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"248.099063\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"230.128815\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"212.158567\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"194.188319\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"176.218071\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-114.204027\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"284.039559\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"266.069311\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"248.099063\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"230.128815\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"212.158567\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"194.188319\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"176.218071\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-102.029481\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"284.039559\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"266.069311\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"248.099063\" style=\"fill: #f3fafc; stroke: #f3fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"230.128815\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"212.158567\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"194.188319\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-89.854936\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"284.039559\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"266.069311\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"248.099063\" style=\"fill: #ecf8fb; stroke: #ecf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"230.128815\" style=\"fill: #edf8fb; stroke: #edf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"212.158567\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"194.188319\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-77.680391\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"302.009807\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"284.039559\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"266.069311\" style=\"fill: #e6f5f9; stroke: #e6f5f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"248.099063\" style=\"fill: #e3f4f8; stroke: #e3f4f8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"230.128815\" style=\"fill: #d8f0ef; stroke: #d8f0ef\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"212.158567\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"194.188319\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-65.505845\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"302.009807\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"284.039559\" style=\"fill: #ebf7fa; stroke: #ebf7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"266.069311\" style=\"fill: #d9f1f0; stroke: #d9f1f0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"248.099063\" style=\"fill: #b7e4da; stroke: #b7e4da\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"230.128815\" style=\"fill: #95d6c6; stroke: #95d6c6\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"212.158567\" style=\"fill: #e3f4f8; stroke: #e3f4f8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"194.188319\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"176.218071\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-53.3313\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"302.009807\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"284.039559\" style=\"fill: #e2f4f7; stroke: #e2f4f7\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"266.069311\" style=\"fill: #bde6de; stroke: #bde6de\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"248.099063\" style=\"fill: #75c9af; stroke: #75c9af\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"230.128815\" style=\"fill: #90d4c3; stroke: #90d4c3\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"212.158567\" style=\"fill: #ceede8; stroke: #ceede8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"194.188319\" style=\"fill: #e8f6fa; stroke: #e8f6fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"176.218071\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-41.156754\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"319.980055\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"302.009807\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"284.039559\" style=\"fill: #e6f5f9; stroke: #e6f5f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"266.069311\" style=\"fill: #9ad8ca; stroke: #9ad8ca\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"248.099063\" style=\"fill: #2e9756; stroke: #2e9756\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"230.128815\" style=\"fill: #5bbc96; stroke: #5bbc96\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"212.158567\" style=\"fill: #9fdacc; stroke: #9fdacc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"194.188319\" style=\"fill: #e2f4f7; stroke: #e2f4f7\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"176.218071\" style=\"fill: #f3fafc; stroke: #f3fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-28.982209\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"319.980055\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"302.009807\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"284.039559\" style=\"fill: #d8f0ef; stroke: #d8f0ef\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"266.069311\" style=\"fill: #6cc4a8; stroke: #6cc4a8\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"248.099063\" style=\"fill: #006428; stroke: #006428\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"230.128815\" style=\"fill: #016e2d; stroke: #016e2d\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"212.158567\" style=\"fill: #6fc6aa; stroke: #6fc6aa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"194.188319\" style=\"fill: #d8f0ef; stroke: #d8f0ef\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-16.807663\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"319.980055\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"302.009807\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"284.039559\" style=\"fill: #d9f1f0; stroke: #d9f1f0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"266.069311\" style=\"fill: #51b689; stroke: #51b689\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"248.099063\" style=\"fill: #006328; stroke: #006328\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"230.128815\" style=\"fill: #0d7836; stroke: #0d7836\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"212.158567\" style=\"fill: #72c7ad; stroke: #72c7ad\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"194.188319\" style=\"fill: #d8f0ef; stroke: #d8f0ef\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"176.218071\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"-4.633118\" y=\"158.247823\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"302.009807\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"284.039559\" style=\"fill: #d9f1f0; stroke: #d9f1f0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"266.069311\" style=\"fill: #2f9a59; stroke: #2f9a59\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"248.099063\" style=\"fill: #00682a; stroke: #00682a\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"230.128815\" style=\"fill: #005924; stroke: #005924\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"212.158567\" style=\"fill: #67c2a5; stroke: #67c2a5\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"194.188319\" style=\"fill: #e0f3f5; stroke: #e0f3f5\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"176.218071\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"7.541428\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"302.009807\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"284.039559\" style=\"fill: #dbf1f1; stroke: #dbf1f1\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"266.069311\" style=\"fill: #6fc6aa; stroke: #6fc6aa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"248.099063\" style=\"fill: #1e8741; stroke: #1e8741\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"230.128815\" style=\"fill: #1e8741; stroke: #1e8741\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"212.158567\" style=\"fill: #74c8ae; stroke: #74c8ae\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"194.188319\" style=\"fill: #dbf2f2; stroke: #dbf2f2\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"176.218071\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"19.715973\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"302.009807\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"284.039559\" style=\"fill: #dff3f4; stroke: #dff3f4\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"266.069311\" style=\"fill: #9fdacc; stroke: #9fdacc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"248.099063\" style=\"fill: #3da96f; stroke: #3da96f\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"230.128815\" style=\"fill: #44af79; stroke: #44af79\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"212.158567\" style=\"fill: #a0dbcd; stroke: #a0dbcd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"194.188319\" style=\"fill: #e5f5f9; stroke: #e5f5f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"176.218071\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"31.890519\" y=\"158.247823\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"319.980055\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"302.009807\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"284.039559\" style=\"fill: #e9f7fa; stroke: #e9f7fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"266.069311\" style=\"fill: #cdece6; stroke: #cdece6\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"248.099063\" style=\"fill: #74c8ae; stroke: #74c8ae\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"230.128815\" style=\"fill: #9ad8ca; stroke: #9ad8ca\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"212.158567\" style=\"fill: #c2e8e0; stroke: #c2e8e0\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"194.188319\" style=\"fill: #edf8fb; stroke: #edf8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"44.065064\" y=\"158.247823\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"302.009807\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"284.039559\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"266.069311\" style=\"fill: #d8f0ef; stroke: #d8f0ef\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"248.099063\" style=\"fill: #bfe7de; stroke: #bfe7de\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"230.128815\" style=\"fill: #ccece6; stroke: #ccece6\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"212.158567\" style=\"fill: #dff3f4; stroke: #dff3f4\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"194.188319\" style=\"fill: #f2fafc; stroke: #f2fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"56.239609\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"302.009807\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"284.039559\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"266.069311\" style=\"fill: #ecf8fa; stroke: #ecf8fa\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"248.099063\" style=\"fill: #e3f4f7; stroke: #e3f4f7\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"230.128815\" style=\"fill: #e2f4f7; stroke: #e2f4f7\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"212.158567\" style=\"fill: #e7f6f9; stroke: #e7f6f9\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"194.188319\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"176.218071\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"68.414155\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"284.039559\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"266.069311\" style=\"fill: #f3fafc; stroke: #f3fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"248.099063\" style=\"fill: #eef8fb; stroke: #eef8fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"230.128815\" style=\"fill: #eff9fb; stroke: #eff9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"212.158567\" style=\"fill: #f0f9fb; stroke: #f0f9fb\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"194.188319\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"176.218071\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"80.5887\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"302.009807\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"284.039559\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"266.069311\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"248.099063\" style=\"fill: #f1fafc; stroke: #f1fafc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"230.128815\" style=\"fill: #f4fbfc; stroke: #f4fbfc\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"212.158567\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"194.188319\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"176.218071\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"92.763246\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"284.039559\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"266.069311\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"248.099063\" style=\"fill: #f5fbfd; stroke: #f5fbfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"230.128815\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"212.158567\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"194.188319\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"176.218071\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"104.937791\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"337.950303\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"319.980055\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"302.009807\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"284.039559\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"266.069311\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"248.099063\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"230.128815\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"212.158567\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"194.188319\" style=\"fill: #f6fcfd; stroke: #f6fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"176.218071\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "    <g clip-path=\"url(#p475239989c)\">\n",
       "     <use xlink:href=\"#C0_0_37b0efab66\" x=\"117.112337\" y=\"158.247823\" style=\"fill: #f7fcfd; stroke: #f7fcfd\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m02712423ab\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"70.346453\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"105.259688\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"140.172923\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"175.086158\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"209.999393\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"244.912627\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m02712423ab\" x=\"279.825862\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"m0e5540c488\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"210.466784\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −4 -->\n",
       "      <g transform=\"translate(20.878125 214.266002)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"185.593762\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- −3 -->\n",
       "      <g transform=\"translate(20.878125 189.392981)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"160.720741\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(20.878125 164.51996)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"135.84772\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(20.878125 139.646939)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"110.974699\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(29.257813 114.773917)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"86.101677\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1 -->\n",
       "      <g transform=\"translate(29.257813 89.900896)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"61.228656\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(29.257813 65.027875)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"36.355635\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 3 -->\n",
       "      <g transform=\"translate(29.257813 40.154854)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m0e5540c488\" x=\"42.620313\" y=\"11.482613\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(29.257813 15.281832)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_10\">\n",
       "     <!-- y -->\n",
       "     <g transform=\"translate(14.798438 121.596803)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-79\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 42.620313 227.357428 \n",
       "L 42.620313 9.917428 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 310.460313 227.357428 \n",
       "L 310.460313 9.917428 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 42.620313 227.357428 \n",
       "L 310.460313 227.357428 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 42.620313 9.917428 \n",
       "L 310.460313 9.917428 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 327.200313 227.357428 \n",
       "L 338.072313 227.357428 \n",
       "L 338.072313 9.917428 \n",
       "L 327.200313 9.917428 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#pfe8c6925f1)\" style=\"fill: #ffffff; stroke: #ffffff; stroke-width: 0.01; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <image xlink:href=\"data:image/png;base64,\n",
       "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\" id=\"image538e81bdb1\" transform=\"scale(1 -1)translate(0 -218)\" x=\"327\" y=\"-9\" width=\"11\" height=\"218\"/>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <defs>\n",
       "       <path id=\"m26bce558a5\" d=\"M 0 0 \n",
       "L 3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"227.357428\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(345.072313 231.156646)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"200.312652\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(345.072313 204.11187)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"173.267875\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(345.072313 177.067094)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"146.223099\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 75 -->\n",
       "      <g transform=\"translate(345.072313 150.022318)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"119.178323\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(345.072313 122.977542)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"92.133547\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 125 -->\n",
       "      <g transform=\"translate(345.072313 95.932766)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_16\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"65.088771\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 150 -->\n",
       "      <g transform=\"translate(345.072313 68.88799)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_17\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"38.043995\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 175 -->\n",
       "      <g transform=\"translate(345.072313 41.843214)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_18\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m26bce558a5\" x=\"338.072313\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 200 -->\n",
       "      <g transform=\"translate(345.072313 14.798437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"LineCollection_1\"/>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 327.200313 227.357428 \n",
       "L 332.636313 227.357428 \n",
       "L 338.072313 227.357428 \n",
       "L 338.072313 9.917428 \n",
       "L 332.636313 9.917428 \n",
       "L 327.200313 9.917428 \n",
       "L 327.200313 227.357428 \n",
       "z\n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p475239989c\">\n",
       "   <rect x=\"42.620313\" y=\"9.917428\" width=\"267.84\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pfe8c6925f1\">\n",
       "   <rect x=\"327.200313\" y=\"9.917428\" width=\"10.872\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 10000\n",
    "df = pd.DataFrame({'x': np.random.randn(n),\n",
    "                   'y': np.random.randn(n)})\n",
    "\n",
    "ax = df.plot.hexbin(x='x', y='y', gridsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7d6fc8d-0f1d-47a4-8e75-d2f141a40f62",
   "metadata": {},
   "source": [
    "## hist\n",
    "\n",
    "A histogram is a representation of the distribution of data. This function groups the values of all given Series in the DataFrame into bins and draws all bins in one matplotlib.axes.Axes. This is useful when the DataFrame’s Series are in a similar scale.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.hist.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f8fab996-45a7-4c2c-9d99-e59bc6ecf365",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.189306Z",
     "iopub.status.busy": "2022-09-09T02:44:15.188847Z",
     "iopub.status.idle": "2022-09-09T02:44:15.322862Z",
     "shell.execute_reply": "2022-09-09T02:44:15.322430Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.189260Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"395.328125pt\" height=\"248.518125pt\" viewBox=\"0 0 395.328125 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:15.293078</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 395.328125 248.518125 \n",
       "L 395.328125 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 53.328125 224.64 \n",
       "L 388.128125 224.64 \n",
       "L 388.128125 7.2 \n",
       "L 53.328125 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 68.546307 224.64 \n",
       "L 93.909943 224.64 \n",
       "L 93.909943 34.455277 \n",
       "L 68.546307 34.455277 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 93.909943 224.64 \n",
       "L 119.27358 224.64 \n",
       "L 119.27358 29.404406 \n",
       "L 93.909943 29.404406 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 119.27358 224.64 \n",
       "L 144.637216 224.64 \n",
       "L 144.637216 17.554286 \n",
       "L 119.27358 17.554286 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 144.637216 224.64 \n",
       "L 170.000852 224.64 \n",
       "L 170.000852 36.203656 \n",
       "L 144.637216 36.203656 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 170.000852 224.64 \n",
       "L 195.364489 224.64 \n",
       "L 195.364489 36.39792 \n",
       "L 170.000852 36.39792 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 195.364489 224.64 \n",
       "L 220.728125 224.64 \n",
       "L 220.728125 28.238821 \n",
       "L 195.364489 28.238821 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 220.728125 224.64 \n",
       "L 246.091761 224.64 \n",
       "L 246.091761 224.64 \n",
       "L 220.728125 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 246.091761 224.64 \n",
       "L 271.455398 224.64 \n",
       "L 271.455398 224.64 \n",
       "L 246.091761 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 271.455398 224.64 \n",
       "L 296.819034 224.64 \n",
       "L 296.819034 224.64 \n",
       "L 271.455398 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 296.819034 224.64 \n",
       "L 322.18267 224.64 \n",
       "L 322.18267 224.64 \n",
       "L 296.819034 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 322.18267 224.64 \n",
       "L 347.546307 224.64 \n",
       "L 347.546307 224.64 \n",
       "L 322.18267 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 347.546307 224.64 \n",
       "L 372.909943 224.64 \n",
       "L 372.909943 224.64 \n",
       "L 347.546307 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 68.546307 224.64 \n",
       "L 93.909943 224.64 \n",
       "L 93.909943 224.64 \n",
       "L 68.546307 224.64 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 93.909943 224.64 \n",
       "L 119.27358 224.64 \n",
       "L 119.27358 192.974924 \n",
       "L 93.909943 192.974924 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 119.27358 224.64 \n",
       "L 144.637216 224.64 \n",
       "L 144.637216 161.698376 \n",
       "L 119.27358 161.698376 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 144.637216 224.64 \n",
       "L 170.000852 224.64 \n",
       "L 170.000852 126.342278 \n",
       "L 144.637216 126.342278 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 170.000852 224.64 \n",
       "L 195.364489 224.64 \n",
       "L 195.364489 96.42558 \n",
       "L 170.000852 96.42558 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 195.364489 224.64 \n",
       "L 220.728125 224.64 \n",
       "L 220.728125 56.989933 \n",
       "L 195.364489 56.989933 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 220.728125 224.64 \n",
       "L 246.091761 224.64 \n",
       "L 246.091761 26.296178 \n",
       "L 220.728125 26.296178 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 246.091761 224.64 \n",
       "L 271.455398 224.64 \n",
       "L 271.455398 54.853026 \n",
       "L 246.091761 54.853026 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 271.455398 224.64 \n",
       "L 296.819034 224.64 \n",
       "L 296.819034 104.778944 \n",
       "L 271.455398 104.778944 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 296.819034 224.64 \n",
       "L 322.18267 224.64 \n",
       "L 322.18267 133.335792 \n",
       "L 296.819034 133.335792 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 322.18267 224.64 \n",
       "L 347.546307 224.64 \n",
       "L 347.546307 161.115583 \n",
       "L 322.18267 161.115583 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 347.546307 224.64 \n",
       "L 372.909943 224.64 \n",
       "L 372.909943 190.643752 \n",
       "L 347.546307 190.643752 \n",
       "z\n",
       "\" clip-path=\"url(#pbee93ed863)\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m81ea363c2a\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m81ea363c2a\" x=\"96.215728\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2 -->\n",
       "      <g transform=\"translate(93.034478 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m81ea363c2a\" x=\"151.554571\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 4 -->\n",
       "      <g transform=\"translate(148.373321 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m81ea363c2a\" x=\"206.893414\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 6 -->\n",
       "      <g transform=\"translate(203.712164 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m81ea363c2a\" x=\"262.232257\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 8 -->\n",
       "      <g transform=\"translate(259.051007 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m81ea363c2a\" x=\"317.5711\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(311.2086 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m81ea363c2a\" x=\"372.909943\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 12 -->\n",
       "      <g transform=\"translate(366.547443 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"m926444c914\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m926444c914\" x=\"53.328125\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(39.965625 228.439219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m926444c914\" x=\"53.328125\" y=\"185.787146\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 200 -->\n",
       "      <g transform=\"translate(27.240625 189.586364)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m926444c914\" x=\"53.328125\" y=\"146.934291\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 400 -->\n",
       "      <g transform=\"translate(27.240625 150.73351)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m926444c914\" x=\"53.328125\" y=\"108.081437\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 600 -->\n",
       "      <g transform=\"translate(27.240625 111.880655)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m926444c914\" x=\"53.328125\" y=\"69.228582\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 800 -->\n",
       "      <g transform=\"translate(27.240625 73.027801)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-38\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m926444c914\" x=\"53.328125\" y=\"30.375728\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1000 -->\n",
       "      <g transform=\"translate(20.878125 34.174946)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- Frequency -->\n",
       "     <g transform=\"translate(14.798438 141.749687)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-71\" d=\"M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "M 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 -1331 \n",
       "L 2906 -1331 \n",
       "L 2906 525 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"50.269531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"89.132812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-71\" x=\"150.65625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"214.132812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"277.511719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"339.035156\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"402.414062\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"457.394531\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 53.328125 224.64 \n",
       "L 53.328125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 388.128125 224.64 \n",
       "L 388.128125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 53.328125 224.64 \n",
       "L 388.128125 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 53.328125 7.2 \n",
       "L 388.128125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_31\">\n",
       "     <path d=\"M 330.51875 44.55625 \n",
       "L 381.128125 44.55625 \n",
       "Q 383.128125 44.55625 383.128125 42.55625 \n",
       "L 383.128125 14.2 \n",
       "Q 383.128125 12.2 381.128125 12.2 \n",
       "L 330.51875 12.2 \n",
       "Q 328.51875 12.2 328.51875 14.2 \n",
       "L 328.51875 42.55625 \n",
       "Q 328.51875 44.55625 330.51875 44.55625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_32\">\n",
       "     <path d=\"M 332.51875 23.798437 \n",
       "L 352.51875 23.798437 \n",
       "L 352.51875 16.798437 \n",
       "L 332.51875 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4; opacity: 0.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- one -->\n",
       "     <g transform=\"translate(360.51875 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"61.181641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"124.560547\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_33\">\n",
       "     <path d=\"M 332.51875 38.476562 \n",
       "L 352.51875 38.476562 \n",
       "L 352.51875 31.476562 \n",
       "L 332.51875 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e; opacity: 0.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- two -->\n",
       "     <g transform=\"translate(360.51875 38.476562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-77\" d=\"M 269 3500 \n",
       "L 844 3500 \n",
       "L 1563 769 \n",
       "L 2278 3500 \n",
       "L 2956 3500 \n",
       "L 3675 769 \n",
       "L 4391 3500 \n",
       "L 4966 3500 \n",
       "L 4050 0 \n",
       "L 3372 0 \n",
       "L 2619 2869 \n",
       "L 1863 0 \n",
       "L 1184 0 \n",
       "L 269 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-74\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-77\" x=\"39.208984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"120.996094\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pbee93ed863\">\n",
       "   <rect x=\"53.328125\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(\n",
    "    np.random.randint(1, 7, 6000),\n",
    "    columns = ['one'])\n",
    "df['two'] = df['one'] + np.random.randint(1, 7, 6000)\n",
    "\n",
    "ax = df.plot.hist(bins=12, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "809f8a1e-705d-4548-b2cd-dad27380e2c9",
   "metadata": {},
   "source": [
    "## line\n",
    "\n",
    "This function is useful to plot lines using DataFrame’s values as coordinates.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.line.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "84e99855-69be-402c-905f-71611dc7ae19",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.323760Z",
     "iopub.status.busy": "2022-09-09T02:44:15.323530Z",
     "iopub.status.idle": "2022-09-09T02:44:15.426180Z",
     "shell.execute_reply": "2022-09-09T02:44:15.425814Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.323743Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"378.465625pt\" height=\"248.518125pt\" viewBox=\"0 0 378.465625 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:15.400547</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 248.518125 \n",
       "L 378.465625 248.518125 \n",
       "L 378.465625 0 \n",
       "L 0 0 \n",
       "L 0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 36.465625 224.64 \n",
       "L 371.265625 224.64 \n",
       "L 371.265625 7.2 \n",
       "L 36.465625 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m49a330ec55\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"51.683807\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(40.550994 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"89.729261\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 0.25 -->\n",
       "      <g transform=\"translate(78.596449 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"127.774716\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0.50 -->\n",
       "      <g transform=\"translate(116.641903 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"165.82017\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.75 -->\n",
       "      <g transform=\"translate(154.687358 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"203.865625\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 1.00 -->\n",
       "      <g transform=\"translate(192.732813 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"241.91108\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1.25 -->\n",
       "      <g transform=\"translate(230.778267 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"279.956534\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 1.50 -->\n",
       "      <g transform=\"translate(268.823722 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"318.001989\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 1.75 -->\n",
       "      <g transform=\"translate(306.869176 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m49a330ec55\" x=\"356.047443\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2.00 -->\n",
       "      <g transform=\"translate(344.914631 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <defs>\n",
       "       <path id=\"mb570420c2b\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"214.756364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 1.00 -->\n",
       "      <g transform=\"translate(7.2 218.555582)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"190.047273\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 1.25 -->\n",
       "      <g transform=\"translate(7.2 193.846491)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"165.338182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1.50 -->\n",
       "      <g transform=\"translate(7.2 169.137401)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"140.629091\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1.75 -->\n",
       "      <g transform=\"translate(7.2 144.42831)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"115.92\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2.00 -->\n",
       "      <g transform=\"translate(7.2 119.719219)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"91.210909\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2.25 -->\n",
       "      <g transform=\"translate(7.2 95.010128)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"66.501818\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2.50 -->\n",
       "      <g transform=\"translate(7.2 70.301037)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"41.792727\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2.75 -->\n",
       "      <g transform=\"translate(7.2 45.591946)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mb570420c2b\" x=\"36.465625\" y=\"17.083636\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 3.00 -->\n",
       "      <g transform=\"translate(7.2 20.882855)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 51.683807 214.756364 \n",
       "L 203.865625 17.083636 \n",
       "L 356.047443 115.92 \n",
       "\" clip-path=\"url(#pa5efd8ff70)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 36.465625 224.64 \n",
       "L 36.465625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 371.265625 224.64 \n",
       "L 371.265625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 36.465625 224.64 \n",
       "L 371.265625 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 36.465625 7.2 \n",
       "L 371.265625 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pa5efd8ff70\">\n",
       "   <rect x=\"36.465625\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series([1, 3, 2])\n",
    "s.plot.line()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "22993237-0210-4654-b7dc-1d381ab28080",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.426991Z",
     "iopub.status.busy": "2022-09-09T02:44:15.426824Z",
     "iopub.status.idle": "2022-09-09T02:44:15.530760Z",
     "shell.execute_reply": "2022-09-09T02:44:15.530311Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.426974Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"391.838636pt\" height=\"248.518125pt\" viewBox=\"0 0 391.838636 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:15.505597</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 248.518125 \n",
       "L 391.838636 248.518125 \n",
       "L 391.838636 0 \n",
       "L -0 0 \n",
       "L -0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 39.65 224.64 \n",
       "L 374.45 224.64 \n",
       "L 374.45 7.2 \n",
       "L 39.65 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"ma7c3dc61d9\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma7c3dc61d9\" x=\"54.868182\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1990 -->\n",
       "      <g transform=\"translate(42.143182 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma7c3dc61d9\" x=\"118.277273\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(105.552273 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma7c3dc61d9\" x=\"181.686364\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(168.961364 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma7c3dc61d9\" x=\"245.095455\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(232.370455 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma7c3dc61d9\" x=\"308.504545\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(295.779545 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma7c3dc61d9\" x=\"371.913636\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(359.188636 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"m6c10f77b84\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"215.173395\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(26.2875 218.972613)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"189.108953\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 250 -->\n",
       "      <g transform=\"translate(13.5625 192.908172)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"163.044511\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 500 -->\n",
       "      <g transform=\"translate(13.5625 166.84373)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"136.980069\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 750 -->\n",
       "      <g transform=\"translate(13.5625 140.779288)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"110.915627\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 1000 -->\n",
       "      <g transform=\"translate(7.2 114.714846)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"84.851185\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1250 -->\n",
       "      <g transform=\"translate(7.2 88.650404)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"58.786743\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1500 -->\n",
       "      <g transform=\"translate(7.2 62.585962)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m6c10f77b84\" x=\"39.65\" y=\"32.722301\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 1750 -->\n",
       "      <g transform=\"translate(7.2 36.52152)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 54.868182 213.088239 \n",
       "L 143.640909 213.296755 \n",
       "L 219.731818 164.191346 \n",
       "L 295.822727 144.799402 \n",
       "L 359.231818 30.0116 \n",
       "\" clip-path=\"url(#pf14eb6fecc)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_16\">\n",
       "    <path d=\"M 54.868182 214.756364 \n",
       "L 143.640909 212.566951 \n",
       "L 219.731818 185.876962 \n",
       "L 295.822727 152.618734 \n",
       "L 359.231818 17.083636 \n",
       "\" clip-path=\"url(#pf14eb6fecc)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 39.65 224.64 \n",
       "L 39.65 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 374.45 224.64 \n",
       "L 374.45 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 39.65 224.64 \n",
       "L 374.45 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 39.65 7.2 \n",
       "L 374.45 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 46.65 44.55625 \n",
       "L 106.579688 44.55625 \n",
       "Q 108.579688 44.55625 108.579688 42.55625 \n",
       "L 108.579688 14.2 \n",
       "Q 108.579688 12.2 106.579688 12.2 \n",
       "L 46.65 12.2 \n",
       "Q 44.65 12.2 44.65 14.2 \n",
       "L 44.65 42.55625 \n",
       "Q 44.65 44.55625 46.65 44.55625 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_17\">\n",
       "     <path d=\"M 48.65 20.298437 \n",
       "L 58.65 20.298437 \n",
       "L 68.65 20.298437 \n",
       "\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- pig -->\n",
       "     <g transform=\"translate(76.65 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_18\">\n",
       "     <path d=\"M 48.65 34.976562 \n",
       "L 58.65 34.976562 \n",
       "L 68.65 34.976562 \n",
       "\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- horse -->\n",
       "     <g transform=\"translate(76.65 38.476562)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pf14eb6fecc\">\n",
       "   <rect x=\"39.65\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "   'pig': [20, 18, 489, 675, 1776],\n",
    "   'horse': [4, 25, 281, 600, 1900]\n",
    "   }, index=[1990, 1997, 2003, 2009, 2014])\n",
    "\n",
    "lines = df.plot.line()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e02467e0-ce0c-43ae-b781-399294f18795",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.531737Z",
     "iopub.status.busy": "2022-09-09T02:44:15.531501Z",
     "iopub.status.idle": "2022-09-09T02:44:15.698579Z",
     "shell.execute_reply": "2022-09-09T02:44:15.698079Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.531721Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:>, <AxesSubplot:>], dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"391.838636pt\" height=\"248.518125pt\" viewBox=\"0 0 391.838636 248.518125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:15.664626</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 248.518125 \n",
       "L 391.838636 248.518125 \n",
       "L 391.838636 0 \n",
       "L -0 0 \n",
       "L -0 248.518125 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 39.65 106.036364 \n",
       "L 374.45 106.036364 \n",
       "L 374.45 7.2 \n",
       "L 39.65 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mdd2e6f8864\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"54.868182\" y=\"106.036364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"118.277273\" y=\"106.036364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"181.686364\" y=\"106.036364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"245.095455\" y=\"106.036364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"308.504545\" y=\"106.036364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"371.913636\" y=\"106.036364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <defs>\n",
       "       <path id=\"m80d98f4d0c\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m80d98f4d0c\" x=\"39.65\" y=\"102.46378\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(26.2875 106.262999)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m80d98f4d0c\" x=\"39.65\" y=\"76.90882\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 500 -->\n",
       "      <g transform=\"translate(13.5625 80.708039)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m80d98f4d0c\" x=\"39.65\" y=\"51.35386\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1000 -->\n",
       "      <g transform=\"translate(7.2 55.153079)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m80d98f4d0c\" x=\"39.65\" y=\"25.7989\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 1500 -->\n",
       "      <g transform=\"translate(7.2 29.598119)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_11\">\n",
       "    <path d=\"M 54.868182 101.441582 \n",
       "L 143.640909 101.543802 \n",
       "L 219.731818 77.471029 \n",
       "L 295.822727 67.964584 \n",
       "L 359.231818 11.692562 \n",
       "\" clip-path=\"url(#pfc4906414e)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 39.65 106.036364 \n",
       "L 39.65 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 374.45 106.036364 \n",
       "L 374.45 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 39.65 106.036364 \n",
       "L 374.45 106.036364 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 39.65 7.2 \n",
       "L 374.45 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 46.65 29.878125 \n",
       "L 94.125 29.878125 \n",
       "Q 96.125 29.878125 96.125 27.878125 \n",
       "L 96.125 14.2 \n",
       "Q 96.125 12.2 94.125 12.2 \n",
       "L 46.65 12.2 \n",
       "Q 44.65 12.2 44.65 14.2 \n",
       "L 44.65 27.878125 \n",
       "Q 44.65 29.878125 46.65 29.878125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_12\">\n",
       "     <path d=\"M 48.65 20.298437 \n",
       "L 58.65 20.298437 \n",
       "L 68.65 20.298437 \n",
       "\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_5\">\n",
       "     <!-- pig -->\n",
       "     <g transform=\"translate(76.65 23.798437)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-70\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"91.259766\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 39.65 224.64 \n",
       "L 374.45 224.64 \n",
       "L 374.45 125.803636 \n",
       "L 39.65 125.803636 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"54.868182\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1990 -->\n",
       "      <g transform=\"translate(42.143182 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"118.277273\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(105.552273 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"181.686364\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(168.961364 239.238437)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"245.095455\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(232.370455 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"308.504545\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(295.779545 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mdd2e6f8864\" x=\"371.913636\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(359.188636 239.238437)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m80d98f4d0c\" x=\"39.65\" y=\"220.336998\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(26.2875 224.136216)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m80d98f4d0c\" x=\"39.65\" y=\"172.947103\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1000 -->\n",
       "      <g transform=\"translate(7.2 176.746322)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_21\">\n",
       "    <path d=\"M 54.868182 220.147438 \n",
       "L 143.640909 219.15225 \n",
       "L 219.731818 207.020437 \n",
       "L 295.822727 191.903061 \n",
       "L 359.231818 130.296198 \n",
       "\" clip-path=\"url(#pf850f14030)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 39.65 224.64 \n",
       "L 39.65 125.803636 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 374.45 224.64 \n",
       "L 374.45 125.803636 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 39.65 224.64 \n",
       "L 374.45 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 39.65 125.803636 \n",
       "L 374.45 125.803636 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"legend_2\">\n",
       "    <g id=\"patch_13\">\n",
       "     <path d=\"M 46.65 148.481761 \n",
       "L 106.579688 148.481761 \n",
       "Q 108.579688 148.481761 108.579688 146.481761 \n",
       "L 108.579688 132.803636 \n",
       "Q 108.579688 130.803636 106.579688 130.803636 \n",
       "L 46.65 130.803636 \n",
       "Q 44.65 130.803636 44.65 132.803636 \n",
       "L 44.65 146.481761 \n",
       "Q 44.65 148.481761 46.65 148.481761 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_22\">\n",
       "     <path d=\"M 48.65 138.902074 \n",
       "L 58.65 138.902074 \n",
       "L 68.65 138.902074 \n",
       "\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- horse -->\n",
       "     <g transform=\"translate(76.65 142.402074)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-68\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"63.378906\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"124.560547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"165.673828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"217.773438\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pfc4906414e\">\n",
       "   <rect x=\"39.65\" y=\"7.2\" width=\"334.8\" height=\"98.836364\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pf850f14030\">\n",
       "   <rect x=\"39.65\" y=\"125.803636\" width=\"334.8\" height=\"98.836364\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.line(subplots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da2d27b8-0292-45d1-be03-05b5454f2597",
   "metadata": {},
   "source": [
    "## pie\n",
    "\n",
    "A pie plot is a proportional representation of the numerical data in a column. This function wraps matplotlib.pyplot.pie() for the specified column. If no column reference is passed and subplots=True a pie plot is drawn for each numerical column independently.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.pie.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "43e8c649-df13-426c-b2ff-51da603254e7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.699434Z",
     "iopub.status.busy": "2022-09-09T02:44:15.699273Z",
     "iopub.status.idle": "2022-09-09T02:44:15.800905Z",
     "shell.execute_reply": "2022-09-09T02:44:15.800443Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.699419Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"323.588205pt\" height=\"286.2pt\" viewBox=\"0 0 323.588205 286.2\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:15.780313</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 286.2 \n",
       "L 323.588205 286.2 \n",
       "L 323.588205 0 \n",
       "L 0 0 \n",
       "L 0 286.2 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 265.498125 143.1 \n",
       "C 265.498125 139.735839 265.341977 136.37349 265.030186 133.023809 \n",
       "C 264.718395 129.674128 264.251297 126.340723 263.630398 123.034356 \n",
       "L 156.778125 143.1 \n",
       "L 265.498125 143.1 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 263.630398 123.034356 \n",
       "C 259.005472 98.405999 246.004926 76.118194 226.844016 59.968722 \n",
       "C 207.683107 43.819251 183.515695 34.780627 158.459845 34.393008 \n",
       "C 133.403995 34.005388 108.968557 42.292116 89.317265 57.841154 \n",
       "C 69.665973 73.390193 55.982218 95.265186 50.597676 119.738694 \n",
       "L 156.778125 143.1 \n",
       "L 263.630398 123.034356 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 50.597676 119.738694 \n",
       "C 47.316935 134.650128 47.213817 150.086775 50.295057 165.040707 \n",
       "C 53.376297 179.994639 59.573338 194.133146 68.48155 206.533061 \n",
       "C 77.389761 218.932976 88.810943 229.318413 101.999356 237.011261 \n",
       "C 115.187768 244.704108 129.849982 249.533207 145.028634 251.183245 \n",
       "C 160.207287 252.833283 175.564669 251.267547 190.098027 246.588272 \n",
       "C 204.631386 241.908997 218.017368 234.220292 229.381943 224.024187 \n",
       "C 240.746518 213.828082 249.836834 201.35143 256.059346 187.408888 \n",
       "C 262.281857 173.466346 265.498118 158.368122 265.498125 143.100047 \n",
       "L 156.778125 143.1 \n",
       "L 50.597676 119.738694 \n",
       "z\n",
       "\" style=\"fill: #2ca02c\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\"/>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"text_1\">\n",
       "     <!-- mass -->\n",
       "     <g transform=\"translate(14.798438 156.24375)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"97.412109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"158.691406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"210.791016\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_2\">\n",
       "    <!-- Mercury -->\n",
       "    <g transform=\"translate(275.855392 134.775565)scale(0.1 -0.1)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"147.802734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"186.666016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"241.646484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"305.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-79\" x=\"346.138672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- Venus -->\n",
       "    <g transform=\"translate(158.628017 26.281683)scale(0.1 -0.1)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-56\" d=\"M 1831 0 \n",
       "L 50 4666 \n",
       "L 709 4666 \n",
       "L 2188 738 \n",
       "L 3669 4666 \n",
       "L 4325 4666 \n",
       "L 2547 0 \n",
       "L 1831 0 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"60.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"122.181641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"185.560547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"248.939453\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_4\">\n",
       "    <!-- Earth -->\n",
       "    <g transform=\"translate(117.03806 264.750945)scale(0.1 -0.1)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-45\" d=\"M 628 4666 \n",
       "L 3578 4666 \n",
       "L 3578 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2753 \n",
       "L 3481 2753 \n",
       "L 3481 2222 \n",
       "L 1259 2222 \n",
       "L 1259 531 \n",
       "L 3634 531 \n",
       "L 3634 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-45\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"63.183594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"124.462891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"165.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"204.785156\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_5\">\n",
       "     <path d=\"M 213.145312 59.234375 \n",
       "L 285.678125 59.234375 \n",
       "Q 287.678125 59.234375 287.678125 57.234375 \n",
       "L 287.678125 14.2 \n",
       "Q 287.678125 12.2 285.678125 12.2 \n",
       "L 213.145312 12.2 \n",
       "Q 211.145312 12.2 211.145312 14.2 \n",
       "L 211.145312 57.234375 \n",
       "Q 211.145312 59.234375 213.145312 59.234375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_6\">\n",
       "     <path d=\"M 215.145312 23.798437 \n",
       "L 235.145312 23.798437 \n",
       "L 235.145312 16.798437 \n",
       "L 215.145312 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_5\">\n",
       "     <!-- Mercury -->\n",
       "     <g transform=\"translate(243.145312 23.798437)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"147.802734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"186.666016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"241.646484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"305.025391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"346.138672\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 215.145312 38.476562 \n",
       "L 235.145312 38.476562 \n",
       "L 235.145312 31.476562 \n",
       "L 215.145312 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- Venus -->\n",
       "     <g transform=\"translate(243.145312 38.476562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"60.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"122.181641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"185.560547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"248.939453\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 215.145312 53.154687 \n",
       "L 235.145312 53.154687 \n",
       "L 235.145312 46.154687 \n",
       "L 215.145312 46.154687 \n",
       "z\n",
       "\" style=\"fill: #2ca02c\"/>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- Earth -->\n",
       "     <g transform=\"translate(243.145312 53.154687)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-45\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"63.183594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"124.462891\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"165.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"204.785156\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame({'mass': [0.330, 4.87 , 5.97],\n",
    "                   'radius': [2439.7, 6051.8, 6378.1]},\n",
    "                  index=['Mercury', 'Venus', 'Earth'])\n",
    "\n",
    "plot = df.plot.pie(y='mass', figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5b5212d5-c232-40a5-932f-64ca15cf18b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.801921Z",
     "iopub.status.busy": "2022-09-09T02:44:15.801682Z",
     "iopub.status.idle": "2022-09-09T02:44:15.981386Z",
     "shell.execute_reply": "2022-09-09T02:44:15.980896Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.801904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='mass'>, <AxesSubplot:ylabel='radius'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"649.720819pt\" height=\"293.4pt\" viewBox=\"0 0 649.720819 293.4\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:15.946087</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 293.4 \n",
       "L 649.720819 293.4 \n",
       "L 649.720819 -0 \n",
       "L 0 -0 \n",
       "L 0 293.4 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 271.978125 146.7 \n",
       "C 271.978125 143.246722 271.817841 139.795305 271.497791 136.35689 \n",
       "C 271.17774 132.918476 270.698268 129.496768 270.060922 126.102815 \n",
       "L 160.378125 146.7 \n",
       "L 271.978125 146.7 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 270.060922 126.102815 \n",
       "C 265.313482 100.822052 251.968549 77.943841 232.300066 61.366569 \n",
       "C 212.631583 44.789297 187.823975 35.511239 162.104394 35.113352 \n",
       "C 136.384813 34.715465 111.302078 43.221708 91.130222 59.182642 \n",
       "C 70.958366 75.143576 56.912128 97.598039 51.384949 122.719852 \n",
       "L 160.378125 146.7 \n",
       "L 270.060922 126.102815 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 51.384949 122.719852 \n",
       "C 48.0173 138.026291 47.911452 153.871855 51.074313 169.221918 \n",
       "C 54.237175 184.571981 60.598377 199.085017 69.742568 211.813407 \n",
       "C 78.886758 224.541797 90.610488 235.202345 104.148263 243.098976 \n",
       "C 117.686037 250.995608 132.736653 255.95263 148.31739 257.646377 \n",
       "C 163.898126 259.340125 179.662326 257.732913 194.580674 252.929684 \n",
       "C 209.499022 248.126454 223.239599 240.234075 234.905223 229.767874 \n",
       "C 246.570846 219.301673 255.901966 206.494514 262.289312 192.182634 \n",
       "C 268.676658 177.870753 271.978118 162.372576 271.978125 146.700048 \n",
       "L 160.378125 146.7 \n",
       "L 51.384949 122.719852 \n",
       "z\n",
       "\" style=\"fill: #2ca02c\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\"/>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"text_1\">\n",
       "     <!-- mass -->\n",
       "     <g transform=\"translate(14.798438 159.84375)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"97.412109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"158.691406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"210.791016\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_2\">\n",
       "    <!-- Mercury -->\n",
       "    <g transform=\"translate(282.609757 138.081954)scale(0.1 -0.1)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"147.802734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"186.666016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"241.646484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"305.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-79\" x=\"346.138672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- Venus -->\n",
       "    <g transform=\"translate(162.277021 26.714062)scale(0.1 -0.1)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-56\" d=\"M 1831 0 \n",
       "L 50 4666 \n",
       "L 709 4666 \n",
       "L 2188 738 \n",
       "L 3669 4666 \n",
       "L 4325 4666 \n",
       "L 2547 0 \n",
       "L 1831 0 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"60.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"122.181641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"185.560547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"248.939453\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_4\">\n",
       "    <!-- Earth -->\n",
       "    <g transform=\"translate(120.295691 271.50039)scale(0.1 -0.1)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-45\" d=\"M 628 4666 \n",
       "L 3578 4666 \n",
       "L 3578 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2753 \n",
       "L 3481 2753 \n",
       "L 3481 2222 \n",
       "L 1259 2222 \n",
       "L 1259 531 \n",
       "L 3634 531 \n",
       "L 3634 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-45\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"63.183594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"124.462891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"165.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"204.785156\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_5\">\n",
       "     <path d=\"M 220.345313 59.234375 \n",
       "L 292.878125 59.234375 \n",
       "Q 294.878125 59.234375 294.878125 57.234375 \n",
       "L 294.878125 14.2 \n",
       "Q 294.878125 12.2 292.878125 12.2 \n",
       "L 220.345313 12.2 \n",
       "Q 218.345313 12.2 218.345313 14.2 \n",
       "L 218.345313 57.234375 \n",
       "Q 218.345313 59.234375 220.345313 59.234375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_6\">\n",
       "     <path d=\"M 222.345313 23.798437 \n",
       "L 242.345313 23.798437 \n",
       "L 242.345313 16.798437 \n",
       "L 222.345313 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_5\">\n",
       "     <!-- Mercury -->\n",
       "     <g transform=\"translate(250.345313 23.798437)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"147.802734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"186.666016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"241.646484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"305.025391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"346.138672\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 222.345313 38.476562 \n",
       "L 242.345313 38.476562 \n",
       "L 242.345313 31.476562 \n",
       "L 222.345313 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- Venus -->\n",
       "     <g transform=\"translate(250.345313 38.476562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"60.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"122.181641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"185.560547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"248.939453\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_8\">\n",
       "     <path d=\"M 222.345313 53.154687 \n",
       "L 242.345313 53.154687 \n",
       "L 242.345313 46.154687 \n",
       "L 222.345313 46.154687 \n",
       "z\n",
       "\" style=\"fill: #2ca02c\"/>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- Earth -->\n",
       "     <g transform=\"translate(250.345313 53.154687)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-45\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"63.183594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"124.462891\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"165.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"204.785156\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 606.778125 146.7 \n",
       "C 606.778125 127.419741 601.781776 108.464546 592.278018 91.689357 \n",
       "C 582.774259 74.914169 569.083556 60.884642 552.545673 50.9737 \n",
       "L 495.178125 146.7 \n",
       "L 606.778125 146.7 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 552.545673 50.9737 \n",
       "C 531.974317 38.64555 507.966921 33.270856 484.102738 35.650931 \n",
       "C 460.238556 38.031005 437.765576 48.04138 420.034289 64.189613 \n",
       "C 402.303002 80.337846 390.240674 101.779456 385.645673 125.317721 \n",
       "C 381.050671 148.855986 384.163295 173.259961 394.519484 194.891265 \n",
       "L 495.178125 146.7 \n",
       "L 552.545673 50.9737 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 394.519484 194.891265 \n",
       "C 405.444054 217.709764 423.80967 236.149057 446.584248 247.164895 \n",
       "C 469.358826 258.180733 495.216047 261.131589 519.886992 255.530289 \n",
       "C 544.557937 249.92899 566.605849 236.101735 582.390712 216.331348 \n",
       "C 598.175575 196.560961 606.778127 171.998806 606.778125 146.69999 \n",
       "L 495.178125 146.7 \n",
       "L 394.519484 194.891265 \n",
       "z\n",
       "\" style=\"fill: #2ca02c\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\"/>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"text_8\">\n",
       "     <!-- radius -->\n",
       "     <g transform=\"translate(349.598437 162.15625)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"41.113281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"102.392578\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"165.869141\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"193.652344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"257.03125\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_9\">\n",
       "    <!-- Mercury -->\n",
       "    <g transform=\"translate(601.988007 88.947668)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"147.802734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"186.666016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"241.646484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"305.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-79\" x=\"346.138672\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- Venus -->\n",
       "    <g transform=\"translate(382.416781 58.697949)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"60.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"122.181641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"185.560547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"248.939453\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_11\">\n",
       "    <!-- Earth -->\n",
       "    <g transform=\"translate(522.357878 269.172693)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#DejaVuSans-45\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"63.183594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"124.462891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"165.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"204.785156\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_2\">\n",
       "    <g id=\"patch_12\">\n",
       "     <path d=\"M 555.145312 59.234375 \n",
       "L 627.678125 59.234375 \n",
       "Q 629.678125 59.234375 629.678125 57.234375 \n",
       "L 629.678125 14.2 \n",
       "Q 629.678125 12.2 627.678125 12.2 \n",
       "L 555.145312 12.2 \n",
       "Q 553.145312 12.2 553.145312 14.2 \n",
       "L 553.145312 57.234375 \n",
       "Q 553.145312 59.234375 555.145312 59.234375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_13\">\n",
       "     <path d=\"M 557.145312 23.798437 \n",
       "L 577.145312 23.798437 \n",
       "L 577.145312 16.798437 \n",
       "L 557.145312 16.798437 \n",
       "z\n",
       "\" style=\"fill: #1f77b4\"/>\n",
       "    </g>\n",
       "    <g id=\"text_12\">\n",
       "     <!-- Mercury -->\n",
       "     <g transform=\"translate(585.145312 23.798437)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"86.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"147.802734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"186.666016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"241.646484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"305.025391\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"346.138672\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_14\">\n",
       "     <path d=\"M 557.145312 38.476562 \n",
       "L 577.145312 38.476562 \n",
       "L 577.145312 31.476562 \n",
       "L 557.145312 31.476562 \n",
       "z\n",
       "\" style=\"fill: #ff7f0e\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- Venus -->\n",
       "     <g transform=\"translate(585.145312 38.476562)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-56\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"60.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"122.181641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"185.560547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"248.939453\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_15\">\n",
       "     <path d=\"M 557.145312 53.154687 \n",
       "L 577.145312 53.154687 \n",
       "L 577.145312 46.154687 \n",
       "L 557.145312 46.154687 \n",
       "z\n",
       "\" style=\"fill: #2ca02c\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- Earth -->\n",
       "     <g transform=\"translate(585.145312 53.154687)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-45\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"63.183594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"124.462891\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"165.576172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"204.785156\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 792x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.pie(subplots=True, figsize=(11, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d94c2165-3c23-464a-acf1-37e36e78e4c1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:26:11.392206Z",
     "iopub.status.busy": "2022-09-09T02:26:11.391777Z",
     "iopub.status.idle": "2022-09-09T02:26:11.401106Z",
     "shell.execute_reply": "2022-09-09T02:26:11.400483Z",
     "shell.execute_reply.started": "2022-09-09T02:26:11.392159Z"
    },
    "tags": []
   },
   "source": [
    "## scatter\n",
    "\n",
    "The coordinates of each point are defined by two dataframe columns and filled circles are used to represent each point. This kind of plot is useful to see complex correlations between two variables. Points could be for instance natural 2D coordinates like longitude and latitude in a map or, in general, any pair of metrics that can be plotted against each other.\n",
    "\n",
    "https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.scatter.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8d39b219-94bb-42d6-8f1b-7800578a0c9e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-09T02:44:15.982239Z",
     "iopub.status.busy": "2022-09-09T02:44:15.982073Z",
     "iopub.status.idle": "2022-09-09T02:44:16.073241Z",
     "shell.execute_reply": "2022-09-09T02:44:16.072784Z",
     "shell.execute_reply.started": "2022-09-09T02:44:15.982215Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"385.78125pt\" height=\"262.19625pt\" viewBox=\"0 0 385.78125 262.19625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2022-09-09T10:44:16.051063</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 262.19625 \n",
       "L 385.78125 262.19625 \n",
       "L 385.78125 0 \n",
       "L 0 0 \n",
       "L 0 262.19625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 43.78125 224.64 \n",
       "L 378.58125 224.64 \n",
       "L 378.58125 7.2 \n",
       "L 43.78125 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_1\">\n",
       "    <defs>\n",
       "     <path id=\"m7c940bef68\" d=\"M 0 2.236068 \n",
       "C 0.593012 2.236068 1.161816 2.000462 1.581139 1.581139 \n",
       "C 2.000462 1.161816 2.236068 0.593012 2.236068 0 \n",
       "C 2.236068 -0.593012 2.000462 -1.161816 1.581139 -1.581139 \n",
       "C 1.161816 -2.000462 0.593012 -2.236068 0 -2.236068 \n",
       "C -0.593012 -2.236068 -1.161816 -2.000462 -1.581139 -1.581139 \n",
       "C -2.000462 -1.161816 -2.236068 -0.593012 -2.236068 0 \n",
       "C -2.236068 0.593012 -2.000462 1.161816 -1.581139 1.581139 \n",
       "C -1.161816 2.000462 -0.593012 2.236068 0 2.236068 \n",
       "z\n",
       "\" style=\"stroke: #00008b\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p445d4688a3)\">\n",
       "     <use xlink:href=\"#m7c940bef68\" x=\"87.986445\" y=\"17.083636\" style=\"fill: #00008b; stroke: #00008b\"/>\n",
       "     <use xlink:href=\"#m7c940bef68\" x=\"58.999432\" y=\"214.756364\" style=\"fill: #00008b; stroke: #00008b\"/>\n",
       "     <use xlink:href=\"#m7c940bef68\" x=\"363.363068\" y=\"135.687273\" style=\"fill: #00008b; stroke: #00008b\"/>\n",
       "     <use xlink:href=\"#m7c940bef68\" x=\"276.402029\" y=\"135.687273\" style=\"fill: #00008b; stroke: #00008b\"/>\n",
       "     <use xlink:href=\"#m7c940bef68\" x=\"203.934497\" y=\"214.756364\" style=\"fill: #00008b; stroke: #00008b\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m7660f09f88\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7660f09f88\" x=\"73.492938\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 5.0 -->\n",
       "      <g transform=\"translate(65.541376 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7660f09f88\" x=\"145.960471\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 5.5 -->\n",
       "      <g transform=\"translate(138.008908 239.238438)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7660f09f88\" x=\"218.428003\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 6.0 -->\n",
       "      <g transform=\"translate(210.476441 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7660f09f88\" x=\"290.895536\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 6.5 -->\n",
       "      <g transform=\"translate(282.943973 239.238438)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7660f09f88\" x=\"363.363068\" y=\"224.64\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 7.0 -->\n",
       "      <g transform=\"translate(355.411506 239.238438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- length -->\n",
       "     <g transform=\"translate(195.24375 252.916563)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"27.783203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"89.306641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-67\" x=\"152.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"216.162109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"255.371094\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"mfa54d808d7\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfa54d808d7\" x=\"43.78125\" y=\"214.756364\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 3.0 -->\n",
       "      <g transform=\"translate(20.878125 218.555582)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfa54d808d7\" x=\"43.78125\" y=\"175.221818\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 3.1 -->\n",
       "      <g transform=\"translate(20.878125 179.021037)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfa54d808d7\" x=\"43.78125\" y=\"135.687273\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 3.2 -->\n",
       "      <g transform=\"translate(20.878125 139.486491)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfa54d808d7\" x=\"43.78125\" y=\"96.152727\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 3.3 -->\n",
       "      <g transform=\"translate(20.878125 99.951946)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfa54d808d7\" x=\"43.78125\" y=\"56.618182\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 3.4 -->\n",
       "      <g transform=\"translate(20.878125 60.417401)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfa54d808d7\" x=\"43.78125\" y=\"17.083636\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 3.5 -->\n",
       "      <g transform=\"translate(20.878125 20.882855)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- width -->\n",
       "     <g transform=\"translate(14.798438 129.70125)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-77\" d=\"M 269 3500 \n",
       "L 844 3500 \n",
       "L 1563 769 \n",
       "L 2278 3500 \n",
       "L 2956 3500 \n",
       "L 3675 769 \n",
       "L 4391 3500 \n",
       "L 4966 3500 \n",
       "L 4050 0 \n",
       "L 3372 0 \n",
       "L 2619 2869 \n",
       "L 1863 0 \n",
       "L 1184 0 \n",
       "L 269 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-77\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"81.787109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"109.570312\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"173.046875\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"212.255859\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 43.78125 224.64 \n",
       "L 43.78125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 378.58125 224.64 \n",
       "L 378.58125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 43.78125 224.64 \n",
       "L 378.58125 224.64 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 43.78125 7.2 \n",
       "L 378.58125 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p445d4688a3\">\n",
       "   <rect x=\"43.78125\" y=\"7.2\" width=\"334.8\" height=\"217.44\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame([[5.1, 3.5, 0], [4.9, 3.0, 0], [7.0, 3.2, 1],\n",
    "                   [6.4, 3.2, 1], [5.9, 3.0, 2]],\n",
    "                  columns=['length', 'width', 'species'])\n",
    "\n",
    "ax1 = df.plot.scatter(x='length',\n",
    "                      y='width',\n",
    "                      c='DarkBlue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "89717ed3-185b-4395-b304-5b357097d531",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3.10"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
